Fish and health with national fish promotion programme
This is an open assessment looking at potential health effects of a national fish promotion program in Finland. The details of the assessment are described at Opasnet. This file contains the R code to run the assessment model.
Knit to html for best performance.
Calculation is based on BONUS GOHERR project and its fish health benefit-risk assessment.
What has been done for PFAS assessment?
- Amount should be gender and age-specific, because we need to worry about young mothers. Solution: take KKE amounts of fish, and scale those with the Goherr subgroup-specific proportions. DONE. Not age-specific atm.
- Amounts should reflect the actual fish consumption in Porvoo. Solution: postpone and use national statistics. DONE
- Infant’s dioxin concentration module must be added. Solution: Use Goherr model for expo_indir DONE
- The module must be updated to match PFAS as well. Solution: update the module to contain column Exposure_agent. Change body fat parameter to volume of distribution. DONE but not checked.
- Find why expo_indir is so much higher than EFSA toxicokinetic assessment. Make an alternative model. Solution: problem was with too high absorption fractions, probably. DONE
- Add ERF for PFAS (sum of PFOS, PFHxS, PFOA, PFNA). Solution: Make a new page for ERF of PFAS and add that to adjusted ERFs. First immunology; postpone cholesterol and low birth weight and liver toxicity. DONE
- Add case burdens for PFAS outcomes. Solution: give rough estimates for immunology to get started. DONE
- Add PFAS concentrations to data. Solution: Look at Porvoo concentrations first and make conc_pfas; combine that with conc_vit. DONE
- Add dioxin and MeHg concentrations. DONE
- Now that the model runs technically, look through each part to check that it makes sense. DONE
- If PAF contains some inputs with Age and some without Age (implying that they apply to any age group), only the explicit age groups remain in the end. Solution: Add RRorig to compensate for this. DONE
- TEQ and MeHg are missing from dose. Check why and correct. DONE
- The proportions of All-cause mortality and CHD2 mortality are 3:1 in Kotimaisen kalan edistämisohjelma but 3:2 in this analysis. Why? Probably omega3-concentration is higher here. Solution: Consider double counting, should the overlap be handled in some way? Also, CHD2 mortality ERF is non-linear, and here these is no background intake. Solution: add background. DONE
- In exposure, ALA + DHA < Omega3. Why? Because the values come directly from Fineli and probably omega3 contains other fatty acids as well. DONE
- BoDattr: age group 45 - 50 is way smaller than any other group. Why? Solution: it’s the misplaces 5-9-year age group. DONE
- conc_mehg does not contain Iter although it is probabilistic. Solution: Update formula. DONE
- TEQ response for cancer morbidity is way too large. Why? Is there a unit problem? Let’s look at age group 45-49. BoD 3800, BoDattr 970, dose (Female) 188, CSF 0.0005, incidence 0.00657, population (Female) 154000. This makes case burden = BoD / I / P = 3800/0.00657/154000 = 3.7 DALY/case which is ten times higher than Goherr case burden 0.39 DALY/case. The reason is that the former is about life-time exposure while the latter is per one-year exposure, which is the correct way. The current PAF implies that 21 and 31 % of cancers in females and males, respectively are caused by TEQ in all age groups. That’s an artifact also from the lifetime vs yearly mismatch. DONE
- Related to cancer yearly-lifetime mismatch, also case burden must be corrected. No need, because data comes from InpBoD. DONE
- MeHg exposure is ca. 2 ug/d when you would assume 1 mg/kg * 0.03 kg/d = 30 ug/d. Where is the difference? Because average fish only 0.1 mg/kg. In addition, salmon is missing. DONE
- Sperm concentration and dental defect show fairly large BoD. This is because the ERFs have exposure units pg/g, while the exposure has pg/d. Solution: implement the expo_indir submodule. DONE
- Why is average fish so much higher with PFAS concentration than other fish species and the expectation? Because individual samples are accidentally summed, not bootstrapped. Solution: update formula for conc_pfas. DONE
- Incorrect levels(Age). DONE
- expo_indir for TEQ is still unrealistically high. Solution: adjust parameters lower. DONE
- RR has column Exposure: Direct. This is redundant? Well, it comes from dose (and from exposure). It makes no harm. DONE
- PAF of TEQ TWI is -7 and TWI 2018 is 2. How come? ERF, incidence, and case_burden seem to be OK. Solution: There are parentheses missing from formula of PAF. Corrected. DONE
- Take EFSA food database and derive Finnish fish consumption distributions. DONE
- Age group undefined should go to the respective ages. Solution: Exposure should be age-specific. Then “undefined” could be removed. Also, correct incidence not to contain “undefined”. DONE
- PFAS BoD (BoDattr?) TWI is 0. Why? Some people should exceed it. Or is it due to lack of variability? Solution: Not any more. I don’t know what changed. DONE
- TEQ sperm concentration effect is surprisingly large. Why? Solution: Probably was due to age group mismatch. Now seens OK. DONE
- Exposure graph should be age-specific. DONE
- Fish consumption graph should be age-specific. DONE
- Many graphs get numbers wrong when openv$N>1. Solution: use trim. DONE
- Breast cancer, Vitamin D recommendation, and depression go to positive side although they are benefits. Why? It is a plotly thing, as the bars continue from the previous bar and therefore stack in a strange way. Solution: use ggplot for publishable graphs. DONE
- Fish-specific concentrations are constants. Why? Because of data. PFAS and MeHg are probabilistic, and that is enough. DONE
- MeHg concentration is lognormal and logSD may be > 1.7, i.e. there may easily be >1000-fold concentration differences. Solution: There was a unit conversion error in data.frame Hg. This was corrected. DONE
- Remove PFAS and dioxin TWI from the final graphs. DONE
- Vitamin D goes to positive side although it is a benefit. Solution: Exposcen was missing. DONE
- Sperm concentration occurs also in women. Solution: add Gender to case_burden. DONE
- Sperm concentration is in BoD but missing in BoDattr. Solution: Bring back to ERFchoice. DONE
- All-cause and CHD mortality are double counting. Solution: subtract CHD from all-cause. DONE
What still needs to be done?
- MeHg IQ effect is surprisingly large. Why? The exposure increased as salmon and rainbow trout concentrations became available, but still it is bigger than expected. PAF is 110 % so this cannot be. The reason is that the response is based on mother’s intake, and not it is allocated to the child. Solution 1: adjust exposure to match mother’s exposures.
objects.latest("Op_en2261", code_name="RR2") # RR on page [[Health impact assessment]]## Loading objects:
## RRRRorig <- RR@formula
RR@formula <- function(...) {
out <- RRorig()
out <- out * Ovariable(
output=data.frame(Age = ages, Result=1),
marginal=c(TRUE,FALSE)
)
return(out)
}
objects.latest("Op_en1836", code_name="EFSA_amount") # [[Domestic fish consumption of the general population in Finland]]## Loading objects:
## amountamountOrig <- amount@formula
amount@formula <- function(...) {
out <- amountOrig()
out <- out * fish_proportion
return(out)
}# This code was forked from https://github.com/jtuomist/fishhealth/blob/master/fishhealth.Rmd
# This code was previously forked from code Op_fi5923/model on page [[Kotimaisen kalan edistämisohjelma]]
# The code was even more previously forked from Op_fi5889/model on page [[Ruori]] and Op_en7748/model on page [[Goherr assessment]]
dat <- opbase.data("Op_fi5932", subset="Malliparametrit")[-1] # [[PFAS-yhdeisteiden tautitaakka]]
dec <- opbase.data("Op_fi5932", subset="Decisions")[-1]
DecisionTableParser(dec)
CTable <- opbase.data("Op_fi5932",subset="CollapseMarginals")
#for(i in 1:ncol(CTable)) {CTable[[i]] <- as.character(CTable[[i]])} # The default is currently character, not factor
CollapseTableParser(CTable)
cat("Laskennassa käytetty data.\n")## Laskennassa käytetty data.datcat("Tarkastellut päätökset.\n")## Tarkastellut päätökset.deccat("Aggregoidut marginaalit.\n")## Aggregoidut marginaalit.CTabledummy <- Ovariable("dummy",data=data.frame(Age="dummy", Fish="dummy", Compound="dummy", Area="dummy", Result=1)) # Keep these columns marginals
fish_proportion <- Ovariable( # How population subgroups eat fish differently
"fish_proportion",
data = data.frame(prepare(dat,"fish proportion",c("Type","Exposure_agent","Response","Unit"))),
unit="proportion of the mean")
total_amount <- Ovariable(
"total_amount",
data=prepare(dat, "amount", c("Type","Response","Exposure_agent","Unit")),
unit="M kg/a")
amount_statistics <- Ovariable( # This comes from the Finnish fish market statistics
"amount",
dependencies = data.frame(Name=c("total_amount", "fish_proportion")),
formula = function(...) {
amount <- total_amount
# Filleted weight, i.e. no loss.
amount <- amount * 1000 / 5.52 /365.25
# M kg/a per 5.52M population --> g/d per average person.
amount <- amount * fish_proportion
# fish_proportion tells the relative amount in each subgroup
# Match KKE-classification in amount with Fineli classification
tmp <- Ovariable(
output = data.frame(
Kala = c("Kasvatettu", "Kaupallinen", "Kirjolohi", "Silakka", "Vapaa-ajan", "Muu tuonti", "Tuontikirjolohi", "Tuontilohi"),
Fish = c("Whitefish", "Average fish","Rainbow trout", "Herring", "Average fish", "Average fish", "Rainbow trout", "Salmon"),
Result = 1
),
marginal = c(TRUE, TRUE, FALSE)
)
amount <- amount * tmp
return(amount)
},
unit="g/d"
)
# Exposure:To child and To eater not needed, because dioxins are not (yet) included
#amount <- EvalOutput(amount)
#amount_statistics <- EvalOutput(amount_statistics)
#ggplot(amount@output, aes(x=amountResult+0.1, colour=Group))+stat_ecdf()+
# facet_wrap(~Fish)+coord_cartesian(xlim=c(1,300))+
# scale_x_log10()
population <- Ovariable(
"population",
data=prepare(dat, "population", c("Type", "Exposure_agent", "Response","Unit")),
unit = "#"
)
population@data$Age <- factor(population@data$Age, levels=levels(ages))
incidence <- Ovariable(
"incidence",
data = prepare(dat,"incidence",c("Type","Exposure_agent","Unit")),
unit="1/person-year")
incidence@data$Age <- factor(incidence@data$Age, levels=levels(ages))
case_burden <- Ovariable(
"case_burden",
data = prepare(dat,"case burden",c("Type", "Exposure_agent","Unit")),
unit="DALY/case")
ERFchoice <- Ovariable(
"ERFchoice",
data =
prepare(dat, "ERFchoice", c("Unit", "Type"))
)
#### InpBoD
tmp <- prepare(dat, "BoD", c("Type","Exposure_agent","Unit"))
tmp[tmp=="All causes"] <- "All-cause mortality"
tmp[tmp=="Depressive disorders"] <- "Depression"
tmp[tmp=="Neoplasms"] <- "Cancer morbidity yearly"
tmp[tmp=="Respiratory infections and tuberculosis"] <- "Immunosuppression" # Infections of 0-9-year-olds are assumed to represent the background BoD of immunosuppressive effect of PFAS
tmp[tmp=="Cardiovascular diseases"] <- "CHD2 mortality"
tmp$Age <- factor(tmp$Age, levels=levels(ages))
InpBoD <- EvalOutput(Ovariable( # Evaluated because is not a dependency but an Input
"InpBoD",
data = tmp,
unit="DALY/a"
))conc_vit <- Ovariable(
"conc_vit",
ddata = "Op_en1838", # [[Concentrations of beneficial nutrients in fish]]
subset = "Fineli data for common fish species",
unit="ALA mg/g, DHA mg/g, Fish g/g, Omega3 mg/g, Vitamin D µg/g f.w. after adjustment"
)
df = conc_vit@data
df$Nutrient[df$Nutrient=="D-vitamiini (µg)"] <- "Vitamin D"
df$Nutrient[df$Nutrient=="rasvahapot n-3 moni-tyydyttymättömät (g)"] <- "Omega3"
df$Nutrient[df$Nutrient=="rasvahappo 18:3 n-3 (alfalinoleenihappo) (mg)"] <- "ALA"
df$Nutrient[df$Nutrient=="rasvahappo 22:6 n-3 (DHA) (mg)"] <- "DHA"
df$Nutrient[df$Nutrient=="proteiini (g)"] <- "Fish"
df$conc_vitResult[df$Nutrient=="Fish"] <- "1"
df <- dropall(df[df$Nutrient %in% c("Vitamin D", "Omega3", "ALA", "DHA", "Fish") , ])
conc_vit@data <- df
######## Concentration of PFAS
# Data from EU-kalat3 (Finland excl Vanhankaupunginlahti): # pg/g fresh weight
# POP mean sd min Q0.025 median Q0.975 max
# 2.5% PFOS 2055.757 1404.045 305.0399 330.1365 1533.269 5029.697 5814.935
# Data from EU-kalat3 (Vanhankaupunginlahti, Helsinki) # ng/g f.w.
# POP mean sd min Q0.025 median Q0.975 max
#2.5% PFOS 14.428 11.94542 1.499441 1.607789 15.64988 35.32517 38.91994
conc_eukalat <- EvalOutput(Ovariable(
"conc_eukalat",
data = data.frame(
Area = c("Suomi","Helsinki"),
Compound="PFOS",
Result=c("2.056 (3.301 - 5.030)", "14.428 (1.499 - 35.325)")),
unit="ng/g fresh weight"
))
conc_pfas_raw <- Ovariable(
"conc_pfas_raw",
ddata="Op_fi5932",subset="PFAS concentrations",
unit="ng/g f.w.")
conc_pfas <- Ovariable(
"conc_pfas",
dependencies = data.frame(Name="conc_pfas_raw"),
formula = function(...) {
out <- conc_pfas_raw
out$Source <- NULL
out$Area <- "Porvoo"
out <- expand_index(out, list(Fish=list(Perch=c(
"Average fish", "Pike","Rainbow trout","Roach", "Salmon", "Vendace", "Whitefish"))))
out <- out[sample(nrow(out@output)),]
out <- out[!duplicated(out@output[intersect(colnames(out@output),c("Fish","Compound","Iter"))]),]
out@marginal <- c(TRUE, TRUE, FALSE, TRUE, TRUE)
return(out)
},
unit="ng/g fresh weight"
)
#sum_pfas <- oapply(conc_pfas, cols=c("Kala","Compound"), FUN=sum)
#tmp <- conc_pfas / sum_pfas
#summary(tmp, marginals="Compound")
#
## This tells that PFOS consists of 71 - 97 % of the four key PFAS, while PFOA, PFNA, and PFHxS consist of
# 0 - 10 %, 2 - 18 %, and 0 - 9 %, respectively.
# Even if we included the next most abundant congeners, i.e. PFDA and PFUnA, the overall picture would not change.
conc <- Ovariable(
"conc",
dependencies = data.frame(
Name=c("conc_vit", "conc_pfas","conc_pcddf","conc_mehg"),
Ident = c(NA,NA,"Op_en3104/pcddf_mean","Op_en4004/conc_mehg_allfish")),
formula = function(...){
conc_vit <- oapply(conc_vit, cols=c("Kala", "Adjust"),FUN=mean)
colnames(conc_vit@output)[colnames(conc_vit@output)=="Nutrient"] <- "Compound"
# conc_pfas <- oapply(conc_pfas, cols=c("Obs","Area"), FUN=mean) # Redundant because handled already
conc_pfas$Compound[conc_pfas$Compound %in% c("PFOA","PFNA","PFHxS","PFOS")] <- "PFAS"
conc_pfas <- oapply(conc_pfas, cols="Area", FUN=sum) # Works because only one area
conc_pcddf$Compound <- "TEQ"
conc_pcddf$Fish[conc_pcddf$Fish=="Baltic herring"] <- "Herring"
conc_mehg <- oapply(conc_mehg[conc_mehg$Area=="Gulf of Finland",], NULL, mean, c("Area","Kala"))
conc_mehg$Compound <- "MeHg"
out <- OpasnetUtils::combine(conc_vit, conc_pfas, conc_pcddf, conc_mehg)
return(out)
}
)###################################################################
# Code copied from http://en.opasnet.org/w/Goherr_assessment#
mc2dparam<- list(
N2 = 10, # Number of iterations in the new Iter
strength = 50, # Sample size to which the fun is to be applied. Resembles number of observations
run2d = FALSE, # Should the mc2d function be used or not?
info = 1, # Ovariable that contains additional indices, e.g. newmarginals.
newmarginals = c("Exposure"), # Names of columns that are non-marginals but should be sampled enough to become marginals
method = "bootstrap", # which method to use for 2D Monte Carlo? Currently bootsrap is the only option.
fun = mean # Function for aggregating the first Iter dimension.
)
expo_background <- Ovariable(
"expo_background",
data = prepare(dat, "background exposure", c("Type","Response","Unit")),
unit = "Vitamin D: µg /day; DHA, EPA, Omega3: mg /day"
)
expo_dir <- Ovariable(
"expo_dir",
dependencies=data.frame(Name=c("amount","conc","expo_background")),
formula = function(...) {
amount$Fish[amount$Fish %in% c("Imported fish","Fish product","Tuna")] <- "Average fish"
amount <- amount * Ovariable(output=data.frame(
Age = ages[-19],
Group = c("Toddlers","Other children",rep("Adolescents",2), rep("Adults",9), rep("Elderly",5)),
Result = 1
),
marginal=c(TRUE,TRUE,FALSE))
out <- amount * conc * Ovariable(
output = data.frame(Exposcen = c("BAU","No exposure"), Result=c(1,0)), marginal=c(TRUE,FALSE))
colnames(out@output)[colnames(out@output)=="Compound"] <- "Exposure_agent"
out <- OpasnetUtils::combine(out, expo_background)
return(out)
},
unit = "PCDDF, PCB, TEQ: pg /day; Vitamin D, MeHg: µg /day; DHA, EPA, Omega3: mg /day"
)
#expo_dir <- EvalOutput(expo_dir, verbose=TRUE)
exposure <- Ovariable(
"exposure",
dependencies = data.frame(
Name = c(
"expo_dir", # direct exposure, i.e. the person eats or breaths the exposure agent themself
"expo_indir", # indirect exposure, i.e. the person (typically fetus or infant) is exposed via someone else (mother)
"mc2d" # 2D Monte Carlo function
),
Ident = c(
NA,
"Op_en7797/expo_indir2", # [[Infant's dioxin exposure]] # expo_indir
"Op_en7805/mc2d") # [[Two-dimensional Monte Carlo]]
),
formula = function(...) {
expo_indir <- expo_indir[expo_indir$Gender =="Female",] # Age must be selected too, if available, and then collapsed if >1 location.
expo_indir$Gender <- NULL
expo_indir <- expo_indir[expo_indir$Age %in% c("20 - 24","25 - 29", "30 - 34", "35 - 39", "40 - 44"),]
expo_indir <- CollapseMarginal(expo_indir, "Age", "mean") # "sample" is not possible if openv$N==0
expo_indir$Age <- "0 - 4"
expo_dir$Exposure <- "Direct"
out <- OpasnetUtils::combine(expo_dir, expo_indir)
out <- mc2d(out)
return(out)
},
unit = "PCDDF, PCB, TEQ: (To eater: pg /day; to child: pg /g fat); Vitamin D, MeHg: µg /day; DHA, EPA, Omega3: mg /day"
)
#oempty(c("expo_background", "expo_dir","expo_indir","exposure"))
#exposure <- EvalOutput(exposure, verbose=TRUE)
#View(exposure@output)objects.latest("Op_en2261",code_name="BoDattr2") # [[Health impact assessment]]## Loading objects:
## BoDattrBoDattrOrig <- BoDattr@formula
BoDattr@formula <- function(...) {
out <- BoDattrOrig()
out$Age <- factor(out$Age, levels=levels(ages))
out <- oapply(out,NULL,sum,c("BoDSource","InpBoDSource","PAFSource"))
tmp <- out[out$Response=="CHD2 mortality",] * -1
tmp$Response <- "All-cause mortality"
tmp$Exposure_agent <- "Fish"
out <- OpasnetUtils::combine(out, tmp, name = "BoDattr")
return(out)
}
#BoDattr <- EvalOutput(BoDattr, verbose=TRUE)
BoDattr2 <- Ovariable(
"BoDattr2",
dependencies = data.frame(Name=c("BoDattr")),
formula = BoDattrOrig)
BoDattr2 <- EvalOutput(BoDattr2, verbose = TRUE)## Evaluating BoDattr2 ...
## - Evaluating BoDattr ...
##
## - - BoD fetched successfully!
##
## - - PAF fetched successfully!
## - - Evaluating BoD ...
## - - - Evaluating incidence ...
##
## done(0.01 secs)!
## - - - Checking incidence marginals ... Response, Age, incidenceSource recognized as marginal(s).
## - - - Processing incidence decisions ... done!
## - - - Evaluating case_burden ...
##
## done(0.01 secs)!
## - - - Checking case_burden marginals ... Response, Gender, Iter, case_burdenSource recognized as marginal(s).
## - - - Processing case_burden marginal collapses ...## Warning in oapply(variable, FUN = fun[[i]], cols = cols[[i]], na.rm =
## TRUE): While oapplying case_burden, found NAs in indices: Gender. They were
## automatically filled using fillna, which may result in a multiplied population.
## Please check your ovariable before using oapply.## done!
## - - - Evaluating population ...
##
## done(0 secs)!
## - - - Checking population marginals ... Gender, Age, populationSource recognized as marginal(s).
##
## -- done(0.88 secs)!
## - - Checking BoD marginals ... Response, Age, incidenceSource, Adjust, Gender, populationSource, Iter, BoDSource recognized as marginal(s).
## - - Processing BoD inputs ... done!
## - - Processing BoD marginal collapses ...## Warning in oapply(variable, FUN = fun[[i]], cols = cols[[i]], na.rm = TRUE):
## While oapplying BoD, found NAs in indices: Adjust, InpBoDSource. They were
## automatically filled using fillna, which may result in a multiplied population.
## Please check your ovariable before using oapply.## done!
## - - Processing BoD decisions ... done!
## - - Evaluating PAF ...
##
## - - - dose fetched successfully!
##
## - - - ERF fetched successfully!
##
## - - - frexposed fetched successfully!
##
## - - - P_illness fetched successfully!
##
## - - - sumExposcen fetched successfully!
##
## - - - mc2d fetched successfully!
## - - - Evaluating dose ...
##
## - - - - BW fetched successfully!
## - - - - Evaluating exposure ...
##
## - - - - - expo_indir fetched successfully!
## - - - - - Evaluating expo_dir ...
## - - - - - - Evaluating amount ...
## - - - - - - - Evaluating dummy ...
##
## done(0 secs)!
## - - - - - - - Checking dummy marginals ... Age, Fish, Compound, Area, dummySource recognized as marginal(s).
##
## ------ done(1.16 secs)!
## - - - - - - Checking amount marginals ... Food, Iter, Group, Fish, Gender, fish_proportionSource, amountSource recognized as marginal(s).
## - - - - - - Processing amount marginal collapses ... done!
## - - - - - - Evaluating conc ...
##
## - - - - - - - conc_pcddf fetched successfully!
##
## - - - - - - - conc_mehg fetched successfully!
## - - - - - - - Evaluating conc_vit ...
##
## done(0.03 secs)!
## - - - - - - - Checking conc_vit marginals ... Kala, Fish, Nutrient, Iter, conc_vitSource recognized as marginal(s).
## - - - - - - - Processing conc_vit decisions ... done!
## - - - - - - - Evaluating conc_pfas ...
## - - - - - - - - Evaluating conc_pfas_raw ...
##
## done(0.04 secs)!
## - - - - - - - - Checking conc_pfas_raw marginals ... Fish, Compound, Iter, conc_pfas_rawSource recognized as marginal(s).
##
## ------- done(0.87 secs)!
## - - - - - - - Checking conc_pfas marginals ... Fish, Compound, Iter, conc_pfas_rawSource, Area, conc_pfasSource recognized as marginal(s).
## - - - - - - - Processing conc_pfas marginal collapses ... done!
## - - - - - - - Evaluating conc_pcddf ...
##
## - - - - - - - - TEF fetched successfully!
## - - - - - - - - Evaluating conc_pcddf_raw ...
##
## done(0 secs)!
## - - - - - - - - Checking conc_pcddf_raw marginals ... ﮮTHL_code, Matrix, POP, Fish_species, Catch_site, Catch_location, Catch_date, Catch_season, Catch_square, N_individuals, Sample_type, Length_mean_mm, Weight_mean_g, Sex, Age, Fat_percentage, Dry_matter_percentage, conc_pcddf_rawSource recognized as marginal(s).
## - - - - - - - - Evaluating TEF ...
##
## - - - - - - - - - TEFversion fetched successfully!
## - - - - - - - - - Evaluating TEFraw ...
##
## done(0.02 secs)!
## - - - - - - - - - Checking TEFraw marginals ... Group, Compound, TEFversion, TEFrawSource recognized as marginal(s).
##
## -------- done(29.85 secs)!
## - - - - - - - - Checking TEF marginals ... Compound, Group, TEFversion, TEFrawSource, TEFSource recognized as marginal(s).
##
## ------- done(54.65 secs)!
## - - - - - - - Checking conc_pcddf marginals ... Fish, conc_pcddfSource recognized as marginal(s).
## - - - - - - - Evaluating conc_mehg ...
##
## - - - - - - - - Hg fetched successfully!## Warning in rnorm(openv$N, Hg$MeanLog[i], Hg$SDLog[i]): NAs produced## Warning in rnorm(openv$N, Hg$MeanLog[i], Hg$SDLog[i]): NAs produced## ------- done(23.84 secs)!
## - - - - - - - Checking conc_mehg marginals ... Area, Kala, Iter, Fish, conc_mehgSource recognized as marginal(s).## Warning in `[<-.factor`(`*tmp*`, conc_pcddf$Fish == "Baltic herring", value =
## "Herring"): invalid factor level, NA generated## ------ done(2.16 mins)!
## - - - - - - Checking conc marginals ... Fish, Compound, Iter, concSource recognized as marginal(s).
## - - - - - - Evaluating expo_background ...
##
## done(0.01 secs)!
## - - - - - - Checking expo_background marginals ... Exposure_agent, Gender, Iter, expo_backgroundSource recognized as marginal(s).
##
## ----- done(2.47 mins)!
## - - - - - Checking expo_dir marginals ... Iter, Group, Fish, Gender, fish_proportionSource, amountSource, Age, Exposure_agent, concSource, Exposcen, expo_dirSource recognized as marginal(s).
## - - - - - Processing expo_dir marginal collapses ...## Warning in oapply(variable, FUN = fun[[i]], cols = cols[[i]], na.rm = TRUE):
## While oapplying expo_dir, found NAs in indices: Age, Exposcen. They were
## automatically filled using fillna, which may result in a multiplied population.
## Please check your ovariable before using oapply.## done!
## - - - - - Evaluating expo_indir ...
## - - - - - - Processing expo_dir marginal collapses ... done!
## - - - - - - Evaluating t0.5 ...
##
## done(0 secs)!
## - - - - - - Checking t0.5 marginals ... Exposure_agent, Iter, t0.5Source recognized as marginal(s).
## - - - - - - Evaluating f_ing ...
##
## done(0 secs)!
## - - - - - - Checking f_ing marginals ... Exposure_agent, Iter, f_ingSource recognized as marginal(s).
## - - - - - - Evaluating f_mtoc ...
##
## done(0 secs)!
## - - - - - - Checking f_mtoc marginals ... Exposure_agent, Iter, f_mtocSource recognized as marginal(s).
## - - - - - - Evaluating BF ...
##
## done(0 secs)!
## - - - - - - Checking BF marginals ... Exposure_agent, BFSource recognized as marginal(s).
##
## ----- done(5.3 secs)!
## - - - - - Checking expo_indir marginals ... Iter, Gender, Age, Exposure_agent, Exposcen, expo_dirSource, f_ingSource, t0.5Source, f_mtocSource, BFSource, Exposure, expo_indirSource recognized as marginal(s).
## - - - - - Processing expo_indir marginal collapses ... done!
##
## ---- done(3.39 mins)!
## - - - - Checking exposure marginals ... Iter, Gender, Age, Exposure_agent, Exposcen, Exposure, expo_dirSource, exposureSource recognized as marginal(s).
## - - - - Processing exposure marginal collapses ...## Warning in oapply(variable, FUN = fun[[i]], cols = cols[[i]], na.rm = TRUE):
## While oapplying exposure, found NAs in indices: Gender. They were automatically
## filled using fillna, which may result in a multiplied population. Please check
## your ovariable before using oapply.## done!
## - - - - Evaluating BW ...
##
## done(0 secs)!
## - - - - Checking BW marginals ... BWSource recognized as marginal(s).
##
## --- done(3.89 mins)!
## - - - Checking dose marginals ... Iter, Gender, Age, Exposure_agent, Exposcen, Exposure, Scaling, exposureSource, BWSource, doseSource recognized as marginal(s).
## - - - Processing dose marginal collapses ... done!
## - - - Evaluating ERF ...
##
## - - - - ERF_env fetched successfully!
##
## - - - - ERF_omega3 fetched successfully!
##
## - - - - ERF_mehg fetched successfully!
##
## - - - - ERF_diox fetched successfully!
##
## - - - - ERF_vit fetched successfully!
##
## - - - - ERF_micr fetched successfully!
##
## - - - - ERF_pfas fetched successfully!
## - - - - Evaluating ERF_env ...
##
## done(0.05 secs)!
## - - - - Checking ERF_env marginals ... Exposure_agent, Response, Subgroup, Exposure, ER_function, Scaling, Exposure_unit, Observation, Iter, ERF_envSource recognized as marginal(s).
## - - - - Evaluating ERF_omega3 ...
##
## done(0.01 secs)!
## - - - - Checking ERF_omega3 marginals ... Exposure_agent, Response, Exposure, Exposure_unit, ER_function, Scaling, Observation, Iter, ERF_omega3Source recognized as marginal(s).
## - - - - Evaluating ERF_mehg ...
##
## done(0 secs)!
## - - - - Checking ERF_mehg marginals ... Exposure_agent, Response, Exposure, Exposure_unit, ER_function, Scaling, Observation, Iter, ERF_mehgSource recognized as marginal(s).
## - - - - Evaluating ERF_diox ...
##
## done(0.01 secs)!
## - - - - Checking ERF_diox marginals ... Exposure_agent, Response, Exposure, Exposure_unit, ER_function, Scaling, Observation, Iter, ERF_dioxSource recognized as marginal(s).
## - - - - Evaluating ERF_vit ...
##
## done(0 secs)!
## - - - - Checking ERF_vit marginals ... Exposure_agent, Response, Exposure, Exposure_unit, ER_function, Scaling, Observation, ERF_vitSource recognized as marginal(s).
## - - - - Evaluating ERF_micr ...
##
## done(0 secs)!
## - - - - Checking ERF_micr marginals ... Exposure_agent, Response, Exposure, Exposure_unit, ER_function, Scaling, Observation, ERF_micrSource recognized as marginal(s).
## - - - - Evaluating ERF_pfas ...
##
## done(0 secs)!
## - - - - Checking ERF_pfas marginals ... Exposure_agent, Response, Exposure, Exposure_unit, ER_function, Scaling, Observation, ERF_pfasSource recognized as marginal(s).
## - - - - Evaluating ERFchoice ...
##
## done(0 secs)!
## - - - - Checking ERFchoice marginals ... Exposure_agent, Response, Scaling, Exposure, ER_function, ERFchoiceSource recognized as marginal(s).
##
## --- done(2.74 mins)!
## - - - Checking ERF marginals ... Exposure_agent, Response, Exposure, ER_function, Scaling, Observation, Iter, ERFSource recognized as marginal(s).
## - - - Processing ERF marginal collapses ... done!
## - - - Evaluating RR ...
## - - - - Processing dose marginal collapses ... done!
## - - - - Processing ERF marginal collapses ... done!
##
## --- done(55.51 secs)!
## - - - Checking RR marginals ... Exposure_agent, Response, ER_function, Scaling, Iter, ERFSource, Gender, Age, Exposcen, Exposure, doseSource, RRSource recognized as marginal(s).
## - - - Evaluating frexposed ...
##
## done(0 secs)!
## - - - Checking frexposed marginals ... frexposedSource recognized as marginal(s).
## - - - Evaluating P_illness ...
##
## done(0 secs)!
## - - - Checking P_illness marginals ... Response, Illness, Age, P_illnessSource recognized as marginal(s).
##
## -- done(11.17 mins)!
## - - Checking PAF marginals ... Exposure_agent, Response, ER_function, Scaling, Iter, ERFSource, Gender, Age, Exposcen, Exposure, doseSource, frexposedSource, incidenceSource, Adjust, RRSource, PAFSource recognized as marginal(s).
## - - Processing PAF marginal collapses ...## Warning in oapply(variable, FUN = fun[[i]], cols = cols[[i]], na.rm = TRUE):
## While oapplying PAF, found NAs in indices: Adjust. They were automatically
## filled using fillna, which may result in a multiplied population. Please check
## your ovariable before using oapply.## done!
##
## - done(12.33 mins)!
## - Checking BoDattr marginals ... Adjust, Response, Age, Gender, Iter, Exposure_agent, BoDattrSource recognized as marginal(s).
## - Processing BoDattr marginal collapses ... done!
##
## done(12.39 mins)!
## Checking BoDattr2 marginals ... Adjust, Response, Age, Gender, Iter, InpBoDSource, BoDSource, Exposure_agent, PAFSource, BoDattr2Source recognized as marginal(s).oprint(BoD@output[BoD$Iter=="500" & BoD$Gender=="Male" & BoD$Age=="70 - 74" , ])## Adjust Response Age Gender
## 167961 BAU Cancer morbidity yearly 70 - 74 Male
## 167962 BAU Dioxin recommendation tolerable daily intake 70 - 74 Male
## 167963 BAU Dioxin recommendation tolerable daily intake 2018 70 - 74 Male
## 167964 BAU PFAS TWI 70 - 74 Male
## 167965 BAU Vitamin D recommendation 70 - 74 Male
## 167966 BAU All-cause mortality 70 - 74 Male
## 167967 BAU Depression 70 - 74 Male
## 167968 BAU CHD2 mortality 70 - 74 Male
## 167969 BAU Breast cancer 70 - 74 Male
## 335961 BAU Cancer morbidity yearly 70 - 74 Male
## 335962 BAU Dioxin recommendation tolerable daily intake 70 - 74 Male
## 335963 BAU Dioxin recommendation tolerable daily intake 2018 70 - 74 Male
## 335964 BAU PFAS TWI 70 - 74 Male
## 335965 BAU Vitamin D recommendation 70 - 74 Male
## 335966 BAU All-cause mortality 70 - 74 Male
## 335967 BAU Depression 70 - 74 Male
## 335968 BAU CHD2 mortality 70 - 74 Male
## 335969 BAU Breast cancer 70 - 74 Male
## Iter InpBoDSource BoDSource BoDResult
## 167961 500 Data Formula 0.00000
## 167962 500 Data Formula 13.58247
## 167963 500 Data Formula 297.86615
## 167964 500 Data Formula 19.70437
## 167965 500 Data Formula 27.26778
## 167966 500 Data Formula 0.00000
## 167967 500 Data Formula 0.00000
## 167968 500 Data Formula 0.00000
## 167969 500 Data Formula 0.00000
## 335961 500 Data Input 28924.63699
## 335962 500 Data Input 0.00000
## 335963 500 Data Input 0.00000
## 335964 500 Data Input 0.00000
## 335965 500 Data Input 0.00000
## 335966 500 Data Input 72818.33614
## 335967 500 Data Input 557.40225
## 335968 500 Data Input 32734.19614
## 335969 500 Data Input 15.65870oprint(BoDattr@output[BoDattr$Iter=="500" & BoDattr$Gender=="Male" & BoDattr$Age=="70 - 74" , ])## Response Age Gender Iter Exposure_agent
## 21997 Cancer morbidity yearly 70 - 74 Male 500 TEQ
## 41997 Vitamin D recommendation 70 - 74 Male 500 Vitamin D
## 77993 All-cause mortality 70 - 74 Male 500 Fish
## 77994 Depression 70 - 74 Male 500 Fish
## 110993 CHD2 mortality 70 - 74 Male 500 Omega3
## 110994 Breast cancer 70 - 74 Male 500 Omega3
## BoDattrSource BoDattrResult
## 21997 Formula 0
## 41997 Formula 0
## 77993 Formula 0
## 77994 Formula 0
## 110993 Formula 0
## 110994 Formula 0oprint(BoDattr2@output[BoDattr2$Iter=="500" & BoDattr2$Gender=="Male" & BoDattr2$Age=="70 - 74" , ])## Adjust Response Age Gender Iter InpBoDSource
## 110977 BAU Cancer morbidity yearly 70 - 74 Male 500 Data
## 110978 BAU Vitamin D recommendation 70 - 74 Male 500 Data
## 110979 BAU All-cause mortality 70 - 74 Male 500 Data
## 110980 BAU Depression 70 - 74 Male 500 Data
## 110981 BAU CHD2 mortality 70 - 74 Male 500 Data
## 110982 BAU Breast cancer 70 - 74 Male 500 Data
## 221977 BAU Cancer morbidity yearly 70 - 74 Male 500 Data
## 221978 BAU Vitamin D recommendation 70 - 74 Male 500 Data
## 221979 BAU All-cause mortality 70 - 74 Male 500 Data
## 221980 BAU Depression 70 - 74 Male 500 Data
## 221981 BAU CHD2 mortality 70 - 74 Male 500 Data
## 221982 BAU Breast cancer 70 - 74 Male 500 Data
## BoDSource BoDResult Exposure_agent PAFSource PAFResult BoDattr2Result
## 110977 Formula 0.00000 TEQ Formula 0 0
## 110978 Formula 27.26778 Vitamin D Formula 0 0
## 110979 Formula 0.00000 Fish Formula 0 0
## 110980 Formula 0.00000 Fish Formula 0 0
## 110981 Formula 0.00000 Omega3 Formula 0 0
## 110982 Formula 0.00000 Omega3 Formula 0 0
## 221977 Input 28924.63699 TEQ Formula 0 0
## 221978 Input 0.00000 Vitamin D Formula 0 0
## 221979 Input 72818.33614 Fish Formula 0 0
## 221980 Input 557.40225 Fish Formula 0 0
## 221981 Input 32734.19614 Omega3 Formula 0 0
## 221982 Input 15.65870 Omega3 Formula 0 0
## BoDattr2Source
## 110977 Formula
## 110978 Formula
## 110979 Formula
## 110980 Formula
## 110981 Formula
## 110982 Formula
## 221977 Formula
## 221978 Formula
## 221979 Formula
## 221980 Formula
## 221981 Formula
## 221982 Formulaoprint(summary(amount,"mean"))## Group Fish Gender mean
## 1 Elderly Bream Female 0.408000000
## 2 Other children Bream Female 0.025500000
## 3 Adolescents Fish product Female 9.425326546
## 4 Adults Fish product Female 10.648729251
## 5 Elderly Fish product Female 14.782464370
## 6 Infants Fish product Female 0.394390243
## 7 Other children Fish product Female 11.786649241
## 8 Toddlers Fish product Female 2.970201393
## 9 Adolescents Flounder Female 0.052700000
## 10 Adults Flounder Female 0.527379950
## 11 Infants Flounder Female 0.026704607
## 12 Other children Flounder Female 0.000000000
## 13 Toddlers Flounder Female 0.022036250
## 14 Adolescents Herring Female 0.200614005
## 15 Adults Herring Female 0.845555735
## 16 Elderly Herring Female 3.309089448
## 17 Infants Herring Female 0.003400000
## 18 Other children Herring Female 0.415525105
## 19 Toddlers Herring Female 0.004621322
## 20 Adolescents Imported fish Female 0.008330425
## 21 Adults Imported fish Female 0.819694261
## 22 Elderly Imported fish Female 1.371645479
## 23 Other children Imported fish Female 0.777376984
## 24 Toddlers Imported fish Female 0.414376687
## 25 Adolescents Perch Female 0.037400000
## 26 Adults Perch Female 0.943501862
## 27 Elderly Perch Female 1.598006344
## 28 Infants Perch Female 0.005100000
## 29 Other children Perch Female 0.293600719
## 30 Toddlers Perch Female 0.045474887
## 31 Adolescents Salmon Female 6.136372567
## 32 Adults Salmon Female 12.003164354
## 33 Elderly Salmon Female 17.444437198
## 34 Infants Salmon Female 0.260407109
## 35 Other children Salmon Female 3.240089464
## 36 Toddlers Salmon Female 1.915034761
## 37 Adolescents Tuna Female 0.177875525
## 38 Adults Tuna Female 2.975619577
## 39 Elderly Tuna Female 1.685776233
## 40 Other children Tuna Female 0.653246648
## 41 Toddlers Tuna Female 0.118861457
## 42 Adolescents Whitefish Female 0.122959678
## 43 Adults Whitefish Female 1.873387456
## 44 Elderly Whitefish Female 2.013336549
## 45 Other children Whitefish Female 0.035074570
## 46 Toddlers Whitefish Female 0.029351054
## 47 Elderly Bream Male 0.552000000
## 48 Other children Bream Male 0.034500000
## 49 Adolescents Fish product Male 12.751912386
## 50 Adults Fish product Male 14.407104281
## 51 Elderly Fish product Male 19.999804736
## 52 Infants Fish product Male 0.533586799
## 53 Other children Fish product Male 15.946643090
## 54 Toddlers Fish product Male 4.018507767
## 55 Adolescents Flounder Male 0.071300000
## 56 Adults Flounder Male 0.713514050
## 57 Infants Flounder Male 0.036129762
## 58 Other children Flounder Male 0.000000000
## 59 Toddlers Flounder Male 0.029813750
## 60 Adolescents Herring Male 0.271418947
## 61 Adults Herring Male 1.143987171
## 62 Elderly Herring Male 4.477003371
## 63 Infants Herring Male 0.004600000
## 64 Other children Herring Male 0.562181024
## 65 Toddlers Herring Male 0.006252377
## 66 Adolescents Imported fish Male 0.011270575
## 67 Adults Imported fish Male 1.108998117
## 68 Elderly Imported fish Male 1.855755647
## 69 Other children Imported fish Male 1.051745332
## 70 Toddlers Imported fish Male 0.560627282
## 71 Adolescents Perch Male 0.050600000
## 72 Adults Perch Male 1.276502519
## 73 Elderly Perch Male 2.162008582
## 74 Infants Perch Male 0.006900000
## 75 Other children Perch Male 0.397224503
## 76 Toddlers Perch Male 0.061524847
## 77 Adolescents Salmon Male 8.302151120
## 78 Adults Salmon Male 16.239575302
## 79 Elderly Salmon Male 23.601297385
## 80 Infants Salmon Male 0.352315501
## 81 Other children Salmon Male 4.383650452
## 82 Toddlers Salmon Male 2.590929383
## 83 Adolescents Tuna Male 0.240655122
## 84 Adults Tuna Male 4.025838251
## 85 Elderly Tuna Male 2.280756080
## 86 Other children Tuna Male 0.883804288
## 87 Toddlers Tuna Male 0.160812560
## 88 Adolescents Whitefish Male 0.166357211
## 89 Adults Whitefish Male 2.534583028
## 90 Elderly Whitefish Male 2.723925919
## 91 Other children Whitefish Male 0.047453830
## 92 Toddlers Whitefish Male 0.039710250oprint(summary(BoD,marginals=c("Age","Response"),"mean"))## Age Response mean
## 1 0 - 4 Cancer morbidity yearly 1.546094e+02
## 2 10 - 14 Cancer morbidity yearly 1.732624e+02
## 3 15 - 19 Cancer morbidity yearly 2.076426e+02
## 4 20 - 24 Cancer morbidity yearly 2.841669e+02
## 5 25 - 29 Cancer morbidity yearly 3.970595e+02
## 6 30 - 34 Cancer morbidity yearly 5.750125e+02
## 7 35 - 39 Cancer morbidity yearly 8.406420e+02
## 8 40 - 44 Cancer morbidity yearly 1.224048e+03
## 9 45 - 49 Cancer morbidity yearly 1.926827e+03
## 10 5 - 9 Cancer morbidity yearly 1.722115e+02
## 11 50 - 54 Cancer morbidity yearly 3.493694e+03
## 12 55 - 59 Cancer morbidity yearly 5.632269e+03
## 13 60 - 64 Cancer morbidity yearly 8.155494e+03
## 14 65 - 69 Cancer morbidity yearly 1.098404e+04
## 15 70 - 74 Cancer morbidity yearly 1.275778e+04
## 16 75 - 79 Cancer morbidity yearly 9.014153e+03
## 17 80 - 84 Cancer morbidity yearly 7.331679e+03
## 18 85+ Cancer morbidity yearly 5.956466e+03
## 19 0 - 4 Dioxin recommendation tolerable daily intake 1.428542e+01
## 20 10 - 14 Dioxin recommendation tolerable daily intake 1.723830e+01
## 21 15 - 19 Dioxin recommendation tolerable daily intake 1.655988e+01
## 22 20 - 24 Dioxin recommendation tolerable daily intake 1.752404e+01
## 23 25 - 29 Dioxin recommendation tolerable daily intake 1.985398e+01
## 24 30 - 34 Dioxin recommendation tolerable daily intake 1.957952e+01
## 25 35 - 39 Dioxin recommendation tolerable daily intake 2.013849e+01
## 26 40 - 44 Dioxin recommendation tolerable daily intake 1.933989e+01
## 27 45 - 49 Dioxin recommendation tolerable daily intake 1.754799e+01
## 28 5 - 9 Dioxin recommendation tolerable daily intake 1.709663e+01
## 29 50 - 54 Dioxin recommendation tolerable daily intake 1.986007e+01
## 30 55 - 59 Dioxin recommendation tolerable daily intake 2.059001e+01
## 31 60 - 64 Dioxin recommendation tolerable daily intake 2.007357e+01
## 32 65 - 69 Dioxin recommendation tolerable daily intake 1.992515e+01
## 33 70 - 74 Dioxin recommendation tolerable daily intake 1.952164e+01
## 34 75 - 79 Dioxin recommendation tolerable daily intake 1.184351e+01
## 35 80 - 84 Dioxin recommendation tolerable daily intake 9.008964e+00
## 36 85+ Dioxin recommendation tolerable daily intake 8.429227e+00
## 37 Undefined Dioxin recommendation tolerable daily intake 3.084163e+02
## 38 0 - 4 Dioxin recommendation tolerable daily intake 2018 4.497083e+01
## 39 10 - 14 Dioxin recommendation tolerable daily intake 2018 5.426657e+01
## 40 15 - 19 Dioxin recommendation tolerable daily intake 2018 5.213088e+01
## 41 20 - 24 Dioxin recommendation tolerable daily intake 2018 5.516608e+01
## 42 25 - 29 Dioxin recommendation tolerable daily intake 2018 6.250079e+01
## 43 30 - 34 Dioxin recommendation tolerable daily intake 2018 6.163677e+01
## 44 35 - 39 Dioxin recommendation tolerable daily intake 2018 6.339643e+01
## 45 40 - 44 Dioxin recommendation tolerable daily intake 2018 6.088241e+01
## 46 45 - 49 Dioxin recommendation tolerable daily intake 2018 5.524146e+01
## 47 5 - 9 Dioxin recommendation tolerable daily intake 2018 5.382059e+01
## 48 50 - 54 Dioxin recommendation tolerable daily intake 2018 6.251994e+01
## 49 55 - 59 Dioxin recommendation tolerable daily intake 2018 6.481782e+01
## 50 60 - 64 Dioxin recommendation tolerable daily intake 2018 6.319207e+01
## 51 65 - 69 Dioxin recommendation tolerable daily intake 2018 6.272483e+01
## 52 70 - 74 Dioxin recommendation tolerable daily intake 2018 6.145455e+01
## 53 75 - 79 Dioxin recommendation tolerable daily intake 2018 3.728363e+01
## 54 80 - 84 Dioxin recommendation tolerable daily intake 2018 2.836042e+01
## 55 85+ Dioxin recommendation tolerable daily intake 2018 2.653540e+01
## 56 Undefined Dioxin recommendation tolerable daily intake 2018 9.709015e+02
## 57 0 - 4 Immunosuppression 1.524697e+02
## 58 5 - 9 Immunosuppression 1.368217e+02
## 59 0 - 4 Loss in child's IQ points 8.530794e+03
## 60 0 - 4 PFAS TWI 1.378950e+02
## 61 10 - 14 PFAS TWI 1.663988e+02
## 62 15 - 19 PFAS TWI 1.598500e+02
## 63 20 - 24 PFAS TWI 1.691569e+02
## 64 25 - 29 PFAS TWI 1.916475e+02
## 65 30 - 34 PFAS TWI 1.889982e+02
## 66 35 - 39 PFAS TWI 1.943938e+02
## 67 40 - 44 PFAS TWI 1.866851e+02
## 68 45 - 49 PFAS TWI 1.693881e+02
## 69 5 - 9 PFAS TWI 1.650313e+02
## 70 50 - 54 PFAS TWI 1.917063e+02
## 71 55 - 59 PFAS TWI 1.987523e+02
## 72 60 - 64 PFAS TWI 1.937672e+02
## 73 65 - 69 PFAS TWI 1.923345e+02
## 74 70 - 74 PFAS TWI 1.884394e+02
## 75 75 - 79 PFAS TWI 1.143236e+02
## 76 80 - 84 PFAS TWI 8.696218e+01
## 77 85+ PFAS TWI 8.136607e+01
## 78 Undefined PFAS TWI 2.977096e+03
## 79 0 - 4 Sperm concentration 1.152601e+03
## 80 0 - 4 Vitamin D recommendation 3.200508e+01
## 81 10 - 14 Vitamin D recommendation 3.862072e+01
## 82 15 - 19 Vitamin D recommendation 3.710077e+01
## 83 20 - 24 Vitamin D recommendation 3.926088e+01
## 84 25 - 29 Vitamin D recommendation 4.448088e+01
## 85 30 - 34 Vitamin D recommendation 4.386598e+01
## 86 35 - 39 Vitamin D recommendation 4.511830e+01
## 87 40 - 44 Vitamin D recommendation 4.332911e+01
## 88 45 - 49 Vitamin D recommendation 3.931453e+01
## 89 5 - 9 Vitamin D recommendation 3.830332e+01
## 90 50 - 54 Vitamin D recommendation 4.449452e+01
## 91 55 - 59 Vitamin D recommendation 4.612989e+01
## 92 60 - 64 Vitamin D recommendation 4.497286e+01
## 93 65 - 69 Vitamin D recommendation 4.464033e+01
## 94 70 - 74 Vitamin D recommendation 4.373630e+01
## 95 75 - 79 Vitamin D recommendation 2.653421e+01
## 96 80 - 84 Vitamin D recommendation 2.018369e+01
## 97 85+ Vitamin D recommendation 1.888485e+01
## 98 Undefined Vitamin D recommendation 6.909762e+02
## 99 0 - 4 Yes or no dental defect 1.789983e+02
## 100 0 - 4 All-cause mortality 2.428762e+03
## 101 10 - 14 All-cause mortality 5.418800e+02
## 102 15 - 19 All-cause mortality 1.486808e+03
## 103 20 - 24 All-cause mortality 2.637421e+03
## 104 25 - 29 All-cause mortality 3.131095e+03
## 105 30 - 34 All-cause mortality 3.355165e+03
## 106 35 - 39 All-cause mortality 4.136936e+03
## 107 40 - 44 All-cause mortality 5.115276e+03
## 108 45 - 49 All-cause mortality 6.831646e+03
## 109 5 - 9 All-cause mortality 4.663311e+02
## 110 50 - 54 All-cause mortality 1.066236e+04
## 111 55 - 59 All-cause mortality 1.495093e+04
## 112 60 - 64 All-cause mortality 1.960344e+04
## 113 65 - 69 All-cause mortality 2.466016e+04
## 114 70 - 74 All-cause mortality 2.993580e+04
## 115 75 - 79 All-cause mortality 2.469556e+04
## 116 80 - 84 All-cause mortality 2.596295e+04
## 117 85+ All-cause mortality 3.475300e+04
## 118 0 - 4 Depression 2.240245e-01
## 119 10 - 14 Depression 2.981140e+02
## 120 15 - 19 Depression 6.560835e+02
## 121 20 - 24 Depression 9.221606e+02
## 122 25 - 29 Depression 9.067533e+02
## 123 30 - 34 Depression 7.939422e+02
## 124 35 - 39 Depression 8.574096e+02
## 125 40 - 44 Depression 8.547901e+02
## 126 45 - 49 Depression 7.633206e+02
## 127 5 - 9 Depression 3.991921e+01
## 128 50 - 54 Depression 8.614073e+02
## 129 55 - 59 Depression 8.878307e+02
## 130 60 - 64 Depression 8.435881e+02
## 131 65 - 69 Depression 7.818624e+02
## 132 70 - 74 Depression 7.181543e+02
## 133 75 - 79 Depression 3.953371e+02
## 134 80 - 84 Depression 2.871388e+02
## 135 85+ Depression 2.773314e+02
## 136 0 - 4 CHD2 mortality 2.686779e+01
## 137 10 - 14 CHD2 mortality 3.757586e+01
## 138 15 - 19 CHD2 mortality 7.220835e+01
## 139 20 - 24 CHD2 mortality 1.277800e+02
## 140 25 - 29 CHD2 mortality 2.183047e+02
## 141 30 - 34 CHD2 mortality 3.179332e+02
## 142 35 - 39 CHD2 mortality 5.854135e+02
## 143 40 - 44 CHD2 mortality 9.900904e+02
## 144 45 - 49 CHD2 mortality 1.555853e+03
## 145 5 - 9 CHD2 mortality 2.429496e+01
## 146 50 - 54 CHD2 mortality 2.734588e+03
## 147 55 - 59 CHD2 mortality 4.375765e+03
## 148 60 - 64 CHD2 mortality 6.538562e+03
## 149 65 - 69 CHD2 mortality 9.056861e+03
## 150 70 - 74 CHD2 mortality 1.227336e+04
## 151 75 - 79 CHD2 mortality 1.170664e+04
## 152 80 - 84 CHD2 mortality 1.397346e+04
## 153 85+ CHD2 mortality 2.098337e+04
## 154 15 - 19 Breast cancer 1.032626e+00
## 155 20 - 24 Breast cancer 3.936986e+00
## 156 25 - 29 Breast cancer 1.840321e+01
## 157 30 - 34 Breast cancer 7.202026e+01
## 158 35 - 39 Breast cancer 1.315666e+02
## 159 40 - 44 Breast cancer 2.167706e+02
## 160 45 - 49 Breast cancer 3.515223e+02
## 161 50 - 54 Breast cancer 5.235318e+02
## 162 55 - 59 Breast cancer 6.663520e+02
## 163 60 - 64 Breast cancer 7.575959e+02
## 164 65 - 69 Breast cancer 8.256781e+02
## 165 70 - 74 Breast cancer 8.365230e+02
## 166 75 - 79 Breast cancer 6.179847e+02
## 167 80 - 84 Breast cancer 4.756353e+02
## 168 85+ Breast cancer 4.362434e+02oprint(summary(BoD,marginals=c("Gender","Response"),"mean"))## Gender Response mean
## 1 Female Cancer morbidity yearly 3521.825852
## 2 Male Cancer morbidity yearly 4176.069372
## 3 Female Dioxin recommendation tolerable daily intake 32.868931
## 4 Male Dioxin recommendation tolerable daily intake 32.060813
## 5 Female Dioxin recommendation tolerable daily intake 2018 103.472142
## 6 Male Dioxin recommendation tolerable daily intake 2018 100.928168
## 7 Female Immunosuppression 135.200894
## 8 Male Immunosuppression 154.090579
## 9 Female Loss in child's IQ points 8335.993649
## 10 Male Loss in child's IQ points 8725.593353
## 11 Female PFAS TWI 317.278885
## 12 Male PFAS TWI 309.478241
## 13 Female Sperm concentration 0.000000
## 14 Male Sperm concentration 2305.202030
## 15 Female Vitamin D recommendation 73.639594
## 16 Male Vitamin D recommendation 71.829085
## 17 Female Yes or no dental defect 174.910895
## 18 Male Yes or no dental defect 183.085714
## 19 Female All-cause mortality 9776.019918
## 20 Male All-cause mortality 14152.372471
## 21 Female Depression 751.572232
## 22 Male Depression 486.801927
## 23 Female CHD2 mortality 4015.331163
## 24 Male CHD2 mortality 5495.660853
## 25 Female Breast cancer 786.462775
## 26 Male Breast cancer 4.843444oprint(summary(BoDattr,marginals=c("Age","Response"),"mean"))## Age Response mean
## 1 0 - 4 Cancer morbidity yearly 4.985531e-01
## 2 5 - 9 Cancer morbidity yearly 1.173855e+00
## 3 10 - 14 Cancer morbidity yearly 1.370361e+00
## 4 15 - 19 Cancer morbidity yearly 1.662330e+00
## 5 20 - 24 Cancer morbidity yearly 4.741281e+00
## 6 25 - 29 Cancer morbidity yearly 6.642189e+00
## 7 30 - 34 Cancer morbidity yearly 9.395494e+00
## 8 35 - 39 Cancer morbidity yearly 1.358339e+01
## 9 40 - 44 Cancer morbidity yearly 1.977773e+01
## 10 45 - 49 Cancer morbidity yearly 3.104051e+01
## 11 50 - 54 Cancer morbidity yearly 5.684000e+01
## 12 55 - 59 Cancer morbidity yearly 9.201035e+01
## 13 60 - 64 Cancer morbidity yearly 1.354176e+02
## 14 65 - 69 Cancer morbidity yearly 2.599501e+02
## 15 70 - 74 Cancer morbidity yearly 3.029786e+02
## 16 75 - 79 Cancer morbidity yearly 2.134066e+02
## 17 80 - 84 Cancer morbidity yearly 1.723376e+02
## 18 85+ Cancer morbidity yearly 1.371559e+02
## 19 0 - 4 Immunosuppression 1.522921e+00
## 20 5 - 9 Immunosuppression 3.634536e+00
## 21 0 - 4 Loss in child's IQ points 1.120931e+03
## 22 0 - 4 Sperm concentration 1.844876e+02
## 23 0 - 4 Vitamin D recommendation -3.867968e+00
## 24 5 - 9 Vitamin D recommendation -4.078189e+01
## 25 10 - 14 Vitamin D recommendation -3.350153e+01
## 26 15 - 19 Vitamin D recommendation -3.231971e+01
## 27 20 - 24 Vitamin D recommendation -7.546516e+01
## 28 25 - 29 Vitamin D recommendation -8.548287e+01
## 29 30 - 34 Vitamin D recommendation -8.440683e+01
## 30 35 - 39 Vitamin D recommendation -8.678534e+01
## 31 40 - 44 Vitamin D recommendation -8.318871e+01
## 32 45 - 49 Vitamin D recommendation -7.520247e+01
## 33 50 - 54 Vitamin D recommendation -8.475262e+01
## 34 55 - 59 Vitamin D recommendation -8.747690e+01
## 35 60 - 64 Vitamin D recommendation -8.474343e+01
## 36 65 - 69 Vitamin D recommendation -8.752937e+01
## 37 70 - 74 Vitamin D recommendation -8.536575e+01
## 38 75 - 79 Vitamin D recommendation -5.128348e+01
## 39 80 - 84 Vitamin D recommendation -3.840517e+01
## 40 85+ Vitamin D recommendation -3.466186e+01
## 41 0 - 4 Yes or no dental defect 1.766878e+02
## 42 0 - 4 All-cause mortality -6.579012e+01
## 43 5 - 9 All-cause mortality -3.678723e+01
## 44 10 - 14 All-cause mortality -3.978487e+01
## 45 15 - 19 All-cause mortality -1.161945e+02
## 46 20 - 24 All-cause mortality -3.650605e+02
## 47 25 - 29 All-cause mortality -4.318350e+02
## 48 30 - 34 All-cause mortality -4.536978e+02
## 49 35 - 39 All-cause mortality -5.488836e+02
## 50 40 - 44 All-cause mortality -6.570088e+02
## 51 45 - 49 All-cause mortality -8.560254e+02
## 52 50 - 54 All-cause mortality -1.313885e+03
## 53 55 - 59 All-cause mortality -1.811079e+03
## 54 60 - 64 All-cause mortality -2.319936e+03
## 55 65 - 69 All-cause mortality -3.789231e+03
## 56 70 - 74 All-cause mortality -4.476100e+03
## 57 75 - 79 All-cause mortality -3.525558e+03
## 58 80 - 84 All-cause mortality -3.488464e+03
## 59 85+ All-cause mortality -4.286161e+03
## 60 0 - 4 Depression -1.503487e-02
## 61 5 - 9 Depression -7.035929e+00
## 62 10 - 14 Depression -5.266605e+01
## 63 15 - 19 Depression -1.129633e+02
## 64 20 - 24 Depression -2.562280e+02
## 65 25 - 29 Depression -2.524404e+02
## 66 30 - 34 Depression -2.207271e+02
## 67 35 - 39 Depression -2.394733e+02
## 68 40 - 44 Depression -2.364302e+02
## 69 45 - 49 Depression -2.131927e+02
## 70 50 - 54 Depression -2.381007e+02
## 71 55 - 59 Depression -2.460913e+02
## 72 60 - 64 Depression -2.352830e+02
## 73 65 - 69 Depression -2.612752e+02
## 74 70 - 74 Depression -2.422287e+02
## 75 75 - 79 Depression -1.299591e+02
## 76 80 - 84 Depression -9.358889e+01
## 77 85+ Depression -9.027896e+01
## 78 0 - 4 CHD2 mortality -1.006690e+00
## 79 5 - 9 CHD2 mortality -1.478789e+00
## 80 10 - 14 CHD2 mortality -2.622612e+00
## 81 15 - 19 CHD2 mortality -5.047387e+00
## 82 20 - 24 CHD2 mortality -8.131819e+00
## 83 25 - 29 CHD2 mortality -1.371055e+01
## 84 30 - 34 CHD2 mortality -2.004064e+01
## 85 35 - 39 CHD2 mortality -3.655416e+01
## 86 40 - 44 CHD2 mortality -6.174919e+01
## 87 45 - 49 CHD2 mortality -9.703252e+01
## 88 50 - 54 CHD2 mortality -1.689971e+02
## 89 55 - 59 CHD2 mortality -2.722836e+02
## 90 60 - 64 CHD2 mortality -4.059667e+02
## 91 65 - 69 CHD2 mortality -5.930425e+02
## 92 70 - 74 CHD2 mortality -8.108135e+02
## 93 75 - 79 CHD2 mortality -7.853229e+02
## 94 80 - 84 CHD2 mortality -9.584876e+02
## 95 85+ CHD2 mortality -1.474378e+03
## 96 15 - 19 Breast cancer -1.969299e-01
## 97 20 - 24 Breast cancer -1.072654e+00
## 98 25 - 29 Breast cancer -4.988111e+00
## 99 30 - 34 Breast cancer -1.938075e+01
## 100 35 - 39 Breast cancer -3.559175e+01
## 101 40 - 44 Breast cancer -5.769103e+01
## 102 45 - 49 Breast cancer -9.482158e+01
## 103 50 - 54 Breast cancer -1.428153e+02
## 104 55 - 59 Breast cancer -1.779164e+02
## 105 60 - 64 Breast cancer -2.051199e+02
## 106 65 - 69 Breast cancer -3.040967e+02
## 107 70 - 74 Breast cancer -3.032680e+02
## 108 75 - 79 Breast cancer -2.251430e+02
## 109 80 - 84 Breast cancer -1.736637e+02
## 110 85+ Breast cancer -1.576499e+02oprint(summary(BoDattr,marginals=c("Exposure_agent","Response"),"mean"))## Exposure_agent Response mean
## 1 TEQ Cancer morbidity yearly 81.110143
## 2 PFAS Immunosuppression 2.578728
## 3 DHA Loss in child's IQ points -93.925910
## 4 MeHg Loss in child's IQ points 2335.788466
## 5 TEQ Sperm concentration 184.487650
## 6 Vitamin D Vitamin D recommendation -64.178948
## 7 TEQ Yes or no dental defect 176.687809
## 8 Fish All-cause mortality -1587.860079
## 9 Fish Depression -173.776536
## 10 Omega3 CHD2 mortality -317.592588
## 11 Omega3 Breast cancer -126.894385oprint(summary(BoDattr,marginals=c("Gender","Response"),"mean"))## Gender Response mean
## 1 Female Cancer morbidity yearly 61.951669
## 2 Male Cancer morbidity yearly 100.268616
## 3 Female Immunosuppression 2.094954
## 4 Male Immunosuppression 3.062503
## 5 Female Loss in child's IQ points 1018.985724
## 6 Male Loss in child's IQ points 1222.876833
## 7 Female Sperm concentration 0.000000
## 8 Male Sperm concentration 368.975299
## 9 Female Vitamin D recommendation -41.069443
## 10 Male Vitamin D recommendation -87.288453
## 11 Female Yes or no dental defect 150.387310
## 12 Male Yes or no dental defect 202.988309
## 13 Female All-cause mortality -1055.525053
## 14 Male All-cause mortality -2120.195106
## 15 Female Depression -192.327539
## 16 Male Depression -155.225532
## 17 Female CHD2 mortality -297.030687
## 18 Male CHD2 mortality -338.154489
## 19 Female Breast cancer -251.931620
## 20 Male Breast cancer -1.857149oprint(summary(case_burden,"mean"))## Response Gender mean
## 1 Dioxin recommendation tolerable daily intake Female 0.002029782
## 2 Dioxin recommendation tolerable daily intake 2018 Female 0.002196494
## 3 Loss in child's IQ points Female 0.111856738
## 4 PFAS TWI Female 0.002155250
## 5 Sperm concentration Female 0.000000000
## 6 Vitamin D recommendation Female 0.002273763
## 7 Yes or no dental defect Female 0.062448193
## 8 Dioxin recommendation tolerable daily intake Male 0.002029782
## 9 Dioxin recommendation tolerable daily intake 2018 Male 0.002196494
## 10 Loss in child's IQ points Male 0.111856738
## 11 PFAS TWI Male 0.002155250
## 12 Sperm concentration Male 2.516079702
## 13 Vitamin D recommendation Male 0.002273763
## 14 Yes or no dental defect Male 0.062448193oprint(summary(conc,"mean"))## Fish Compound mean
## 1 Average fish ALA 0.69000000
## 2 Bream ALA 0.22000000
## 3 Herring ALA 1.74000000
## 4 Pike ALA 0.08000000
## 5 Rainbow trout ALA 4.81000000
## 6 Roach ALA 0.10000000
## 7 Salmon ALA 7.96000000
## 8 Vendace ALA 1.35000000
## 9 Whitefish ALA 2.22000000
## 10 Average fish DHA 2.54000000
## 11 Bream DHA 2.73000000
## 12 Herring DHA 5.86000000
## 13 Pike DHA 0.30000000
## 14 Rainbow trout DHA 7.57000000
## 15 Roach DHA 2.87000000
## 16 Salmon DHA 6.69000000
## 17 Vendace DHA 3.00000000
## 18 Whitefish DHA 3.94000000
## 19 Average fish Fish 1.00000000
## 20 Bream Fish 1.00000000
## 21 Herring Fish 1.00000000
## 22 Pike Fish 1.00000000
## 23 Rainbow trout Fish 1.00000000
## 24 Roach Fish 1.00000000
## 25 Salmon Fish 1.00000000
## 26 Vendace Fish 1.00000000
## 27 Whitefish Fish 1.00000000
## 28 Average fish MeHg 0.04094498
## 29 Bream MeHg 0.74897737
## 30 Burbot MeHg 1.27621290
## 31 Flounder MeHg 0.05678103
## 32 Fourhorn sculpin MeHg 0.67349790
## 33 Herring MeHg 0.03068485
## 34 Perch MeHg 0.20976950
## 35 Pike MeHg 1.34700350
## 36 Pike-perch MeHg 0.38913007
## 37 Roach MeHg 0.33488251
## 38 Salmon MeHg 0.17500333
## 39 Sprat MeHg 0.04585765
## 40 White bream MeHg 1.35831794
## 41 Whitefish MeHg 0.08023283
## 42 Average fish Omega3 7.00000000
## 43 Bream Omega3 6.00000000
## 44 Herring Omega3 24.00000000
## 45 Pike Omega3 0.49919297
## 46 Rainbow trout Omega3 18.00000000
## 47 Roach Omega3 5.00000000
## 48 Salmon Omega3 23.00000000
## 49 Vendace Omega3 10.00000000
## 50 Whitefish Omega3 10.00000000
## 51 Average fish PFAS 8.52222931
## 52 Bream PFAS 4.94807649
## 53 Eel PFAS 7.90573116
## 54 Herring PFAS 1.65173830
## 55 Perch PFAS 8.41725127
## 56 Pike PFAS 9.11200907
## 57 Pike-perch PFAS 2.60019151
## 58 Rainbow trout PFAS 8.14904669
## 59 Roach PFAS 8.60857006
## 60 Salmon PFAS 8.56622158
## 61 Vendace PFAS 8.95165049
## 62 Whitefish PFAS 8.94170968
## 63 Bream TEQ 3.10087716
## 64 Burbot TEQ 0.41274656
## 65 Cod TEQ 0.83683991
## 66 Flounder TEQ 7.68279012
## 67 Perch TEQ 1.78448710
## 68 Pike TEQ 2.14862962
## 69 Pike-perch TEQ 1.35407284
## 70 River lamprey TEQ 7.34301416
## 71 Roach TEQ 0.72124877
## 72 Salmon TEQ 11.11543498
## 73 Sea trout TEQ 9.31778459
## 74 Sprat TEQ 2.07728279
## 75 Vendace TEQ 0.49626944
## 76 Whitefish TEQ 2.39569947
## 77 Average fish Vitamin D 0.10500000
## 78 Bream Vitamin D 0.14000000
## 79 Herring Vitamin D 0.15600000
## 80 Pike Vitamin D 0.02100000
## 81 Rainbow trout Vitamin D 0.05100000
## 82 Roach Vitamin D 0.10000000
## 83 Salmon Vitamin D 0.06700000
## 84 Vendace Vitamin D 0.09400000
## 85 Whitefish Vitamin D 0.14400000oprint(summary(dose,"mean"))## [1] "Showing first 1000 rows out of 1980. Set show_all=TRUE to show all rows."
## Gender Age Exposure_agent Exposcen Exposure Scaling mean
## 1 Female 0 - 4 ALA BAU Direct BW 0.253346435
## 2 Male 0 - 4 ALA BAU Direct BW 0.342762823
## 3 Female 5 - 9 ALA BAU Direct BW 0.510250281
## 4 Male 5 - 9 ALA BAU Direct BW 0.690338615
## 5 Female 10 - 14 ALA BAU Direct BW 0.801421742
## 6 Male 10 - 14 ALA BAU Direct BW 1.084276474
## 7 Female 15 - 19 ALA BAU Direct BW 0.801421742
## 8 Male 15 - 19 ALA BAU Direct BW 1.084276474
## 9 Female 20 - 24 ALA BAU Direct BW 1.587739502
## 10 Male 20 - 24 ALA BAU Direct BW 2.148118149
## 11 Female 25 - 29 ALA BAU Direct BW 1.587739502
## 12 Male 25 - 29 ALA BAU Direct BW 2.148118149
## 13 Female 30 - 34 ALA BAU Direct BW 1.587739502
## 14 Male 30 - 34 ALA BAU Direct BW 2.148118149
## 15 Female 35 - 39 ALA BAU Direct BW 1.587739502
## 16 Male 35 - 39 ALA BAU Direct BW 2.148118149
## 17 Female 40 - 44 ALA BAU Direct BW 1.587739502
## 18 Male 40 - 44 ALA BAU Direct BW 2.148118149
## 19 Female 45 - 49 ALA BAU Direct BW 1.587739502
## 20 Male 45 - 49 ALA BAU Direct BW 2.148118149
## 21 Female 50 - 54 ALA BAU Direct BW 1.587739502
## 22 Male 50 - 54 ALA BAU Direct BW 2.148118149
## 23 Female 55 - 59 ALA BAU Direct BW 1.587739502
## 24 Male 55 - 59 ALA BAU Direct BW 2.148118149
## 25 Female 60 - 64 ALA BAU Direct BW 1.587739502
## 26 Male 60 - 64 ALA BAU Direct BW 2.148118149
## 27 Female 65 - 69 ALA BAU Direct BW 2.306920347
## 28 Male 65 - 69 ALA BAU Direct BW 3.121127528
## 29 Female 70 - 74 ALA BAU Direct BW 2.306920347
## 30 Male 70 - 74 ALA BAU Direct BW 3.121127528
## 31 Female 75 - 79 ALA BAU Direct BW 2.306920347
## 32 Male 75 - 79 ALA BAU Direct BW 3.121127528
## 33 Female 80 - 84 ALA BAU Direct BW 2.306920347
## 34 Male 80 - 84 ALA BAU Direct BW 3.121127528
## 35 Female 85+ ALA BAU Direct BW 2.306920347
## 36 Male 85+ ALA BAU Direct BW 3.121127528
## 37 Female 0 - 4 DHA BAU Direct BW 0.749909786
## 38 Male 0 - 4 DHA BAU Direct BW 1.035235760
## 39 Female 5 - 9 DHA BAU Direct BW 1.264735706
## 40 Male 5 - 9 DHA BAU Direct BW 1.731764947
## 41 Female 10 - 14 DHA BAU Direct BW 1.396661802
## 42 Male 10 - 14 DHA BAU Direct BW 1.910253193
## 43 Female 15 - 19 DHA BAU Direct BW 1.396661802
## 44 Male 15 - 19 DHA BAU Direct BW 1.910253193
## 45 Female 20 - 24 DHA BAU Direct BW 2.285225487
## 46 Male 20 - 24 DHA BAU Direct BW 3.112427591
## 47 Female 25 - 29 DHA BAU Direct BW 2.285225487
## 48 Male 25 - 29 DHA BAU Direct BW 3.112427591
## 49 Female 30 - 34 DHA BAU Direct BW 2.285225487
## 50 Male 30 - 34 DHA BAU Direct BW 3.112427591
## 51 Female 35 - 39 DHA BAU Direct BW 2.285225487
## 52 Male 35 - 39 DHA BAU Direct BW 3.112427591
## 53 Female 40 - 44 DHA BAU Direct BW 2.285225487
## 54 Male 40 - 44 DHA BAU Direct BW 3.112427591
## 55 Female 45 - 49 DHA BAU Direct BW 2.285225487
## 56 Male 45 - 49 DHA BAU Direct BW 3.112427591
## 57 Female 50 - 54 DHA BAU Direct BW 2.285225487
## 58 Male 50 - 54 DHA BAU Direct BW 3.112427591
## 59 Female 55 - 59 DHA BAU Direct BW 2.285225487
## 60 Male 55 - 59 DHA BAU Direct BW 3.112427591
## 61 Female 60 - 64 DHA BAU Direct BW 2.285225487
## 62 Male 60 - 64 DHA BAU Direct BW 3.112427591
## 63 Female 65 - 69 DHA BAU Direct BW 3.158498394
## 64 Male 65 - 69 DHA BAU Direct BW 4.293914465
## 65 Female 70 - 74 DHA BAU Direct BW 3.158498394
## 66 Male 70 - 74 DHA BAU Direct BW 4.293914465
## 67 Female 75 - 79 DHA BAU Direct BW 3.158498394
## 68 Male 75 - 79 DHA BAU Direct BW 4.293914465
## 69 Female 80 - 84 DHA BAU Direct BW 3.158498394
## 70 Male 80 - 84 DHA BAU Direct BW 4.293914465
## 71 Female 85+ DHA BAU Direct BW 3.158498394
## 72 Male 85+ DHA BAU Direct BW 4.293914465
## 73 Female 0 - 4 EPA BAU Direct BW 0.433461255
## 74 Male 0 - 4 EPA BAU Direct BW 0.617048172
## 75 Female 5 - 9 EPA BAU Direct BW 0.433461255
## 76 Male 5 - 9 EPA BAU Direct BW 0.617048172
## 77 Female 10 - 14 EPA BAU Direct BW 0.433461255
## 78 Male 10 - 14 EPA BAU Direct BW 0.617048172
## 79 Female 15 - 19 EPA BAU Direct BW 0.433461255
## 80 Male 15 - 19 EPA BAU Direct BW 0.617048172
## 81 Female 20 - 24 EPA BAU Direct BW 0.433461255
## 82 Male 20 - 24 EPA BAU Direct BW 0.617048172
## 83 Female 25 - 29 EPA BAU Direct BW 0.433461255
## 84 Male 25 - 29 EPA BAU Direct BW 0.617048172
## 85 Female 30 - 34 EPA BAU Direct BW 0.433461255
## 86 Male 30 - 34 EPA BAU Direct BW 0.617048172
## 87 Female 35 - 39 EPA BAU Direct BW 0.433461255
## 88 Male 35 - 39 EPA BAU Direct BW 0.617048172
## 89 Female 40 - 44 EPA BAU Direct BW 0.433461255
## 90 Male 40 - 44 EPA BAU Direct BW 0.617048172
## 91 Female 45 - 49 EPA BAU Direct BW 0.433461255
## 92 Male 45 - 49 EPA BAU Direct BW 0.617048172
## 93 Female 50 - 54 EPA BAU Direct BW 0.433461255
## 94 Male 50 - 54 EPA BAU Direct BW 0.617048172
## 95 Female 55 - 59 EPA BAU Direct BW 0.433461255
## 96 Male 55 - 59 EPA BAU Direct BW 0.617048172
## 97 Female 60 - 64 EPA BAU Direct BW 0.433461255
## 98 Male 60 - 64 EPA BAU Direct BW 0.617048172
## 99 Female 65 - 69 EPA BAU Direct BW 0.433461255
## 100 Male 65 - 69 EPA BAU Direct BW 0.617048172
## 101 Female 70 - 74 EPA BAU Direct BW 0.433461255
## 102 Male 70 - 74 EPA BAU Direct BW 0.617048172
## 103 Female 75 - 79 EPA BAU Direct BW 0.433461255
## 104 Male 75 - 79 EPA BAU Direct BW 0.617048172
## 105 Female 80 - 84 EPA BAU Direct BW 0.433461255
## 106 Male 80 - 84 EPA BAU Direct BW 0.617048172
## 107 Female 85+ EPA BAU Direct BW 0.433461255
## 108 Male 85+ EPA BAU Direct BW 0.617048172
## 109 Female 0 - 4 Fish BAU Direct BW 0.077892095
## 110 Male 0 - 4 Fish BAU Direct BW 0.105383423
## 111 Female 5 - 9 Fish BAU Direct BW 0.241906600
## 112 Male 5 - 9 Fish BAU Direct BW 0.327285400
## 113 Female 10 - 14 Fish BAU Direct BW 0.229592554
## 114 Male 10 - 14 Fish BAU Direct BW 0.310625219
## 115 Female 15 - 19 Fish BAU Direct BW 0.229592554
## 116 Male 15 - 19 Fish BAU Direct BW 0.310625219
## 117 Female 20 - 24 Fish BAU Direct BW 0.416659295
## 118 Male 20 - 24 Fish BAU Direct BW 0.563715516
## 119 Female 25 - 29 Fish BAU Direct BW 0.416659295
## 120 Male 25 - 29 Fish BAU Direct BW 0.563715516
## 121 Female 30 - 34 Fish BAU Direct BW 0.416659295
## 122 Male 30 - 34 Fish BAU Direct BW 0.563715516
## 123 Female 35 - 39 Fish BAU Direct BW 0.416659295
## 124 Male 35 - 39 Fish BAU Direct BW 0.563715516
## 125 Female 40 - 44 Fish BAU Direct BW 0.416659295
## 126 Male 40 - 44 Fish BAU Direct BW 0.563715516
## 127 Female 45 - 49 Fish BAU Direct BW 0.416659295
## 128 Male 45 - 49 Fish BAU Direct BW 0.563715516
## 129 Female 50 - 54 Fish BAU Direct BW 0.416659295
## 130 Male 50 - 54 Fish BAU Direct BW 0.563715516
## 131 Female 55 - 59 Fish BAU Direct BW 0.416659295
## 132 Male 55 - 59 Fish BAU Direct BW 0.563715516
## 133 Female 60 - 64 Fish BAU Direct BW 0.416659295
## 134 Male 60 - 64 Fish BAU Direct BW 0.563715516
## 135 Female 65 - 69 Fish BAU Direct BW 0.585924990
## 136 Male 65 - 69 Fish BAU Direct BW 0.792722045
## 137 Female 70 - 74 Fish BAU Direct BW 0.585924990
## 138 Male 70 - 74 Fish BAU Direct BW 0.792722045
## 139 Female 75 - 79 Fish BAU Direct BW 0.585924990
## 140 Male 75 - 79 Fish BAU Direct BW 0.792722045
## 141 Female 80 - 84 Fish BAU Direct BW 0.585924990
## 142 Male 80 - 84 Fish BAU Direct BW 0.792722045
## 143 Female 85+ Fish BAU Direct BW 0.585924990
## 144 Male 85+ Fish BAU Direct BW 0.792722045
## 145 Female 0 - 4 MeHg BAU Direct BW 0.007219185
## 146 Male 0 - 4 MeHg BAU Direct BW 0.009767132
## 147 Female 5 - 9 MeHg BAU Direct BW 0.016723333
## 148 Male 5 - 9 MeHg BAU Direct BW 0.022625686
## 149 Female 10 - 14 MeHg BAU Direct BW 0.021795418
## 150 Male 10 - 14 MeHg BAU Direct BW 0.029487919
## 151 Female 15 - 19 MeHg BAU Direct BW 0.021795418
## 152 Male 15 - 19 MeHg BAU Direct BW 0.029487919
## 153 Female 20 - 24 MeHg BAU Direct BW 0.045215469
## 154 Male 20 - 24 MeHg BAU Direct BW 0.061173870
## 155 Female 25 - 29 MeHg BAU Direct BW 0.045215469
## 156 Male 25 - 29 MeHg BAU Direct BW 0.061173870
## 157 Female 30 - 34 MeHg BAU Direct BW 0.045215469
## 158 Male 30 - 34 MeHg BAU Direct BW 0.061173870
## 159 Female 35 - 39 MeHg BAU Direct BW 0.045215469
## 160 Male 35 - 39 MeHg BAU Direct BW 0.061173870
## 161 Female 40 - 44 MeHg BAU Direct BW 0.045215469
## 162 Male 40 - 44 MeHg BAU Direct BW 0.061173870
## 163 Female 45 - 49 MeHg BAU Direct BW 0.045215469
## 164 Male 45 - 49 MeHg BAU Direct BW 0.061173870
## 165 Female 50 - 54 MeHg BAU Direct BW 0.045215469
## 166 Male 50 - 54 MeHg BAU Direct BW 0.061173870
## 167 Female 55 - 59 MeHg BAU Direct BW 0.045215469
## 168 Male 55 - 59 MeHg BAU Direct BW 0.061173870
## 169 Female 60 - 64 MeHg BAU Direct BW 0.045215469
## 170 Male 60 - 64 MeHg BAU Direct BW 0.061173870
## 171 Female 65 - 69 MeHg BAU Direct BW 0.064103149
## 172 Male 65 - 69 MeHg BAU Direct BW 0.086727790
## 173 Female 70 - 74 MeHg BAU Direct BW 0.064103149
## 174 Male 70 - 74 MeHg BAU Direct BW 0.086727790
## 175 Female 75 - 79 MeHg BAU Direct BW 0.064103149
## 176 Male 75 - 79 MeHg BAU Direct BW 0.086727790
## 177 Female 80 - 84 MeHg BAU Direct BW 0.064103149
## 178 Male 80 - 84 MeHg BAU Direct BW 0.086727790
## 179 Female 85+ MeHg BAU Direct BW 0.064103149
## 180 Male 85+ MeHg BAU Direct BW 0.086727790
## 181 Female 0 - 4 Omega3 BAU Direct BW 1.819646899
## 182 Male 0 - 4 Omega3 BAU Direct BW 2.572057141
## 183 Female 5 - 9 Omega3 BAU Direct BW 3.370290006
## 184 Male 5 - 9 Omega3 BAU Direct BW 4.669986050
## 185 Female 10 - 14 Omega3 BAU Direct BW 3.898037340
## 186 Male 10 - 14 Omega3 BAU Direct BW 5.383997149
## 187 Female 15 - 19 Omega3 BAU Direct BW 3.898037340
## 188 Male 15 - 19 Omega3 BAU Direct BW 5.383997149
## 189 Female 20 - 24 Omega3 BAU Direct BW 6.780132548
## 190 Male 20 - 24 Omega3 BAU Direct BW 9.283302431
## 191 Female 25 - 29 Omega3 BAU Direct BW 6.780132548
## 192 Male 25 - 29 Omega3 BAU Direct BW 9.283302431
## 193 Female 30 - 34 Omega3 BAU Direct BW 6.780132548
## 194 Male 30 - 34 Omega3 BAU Direct BW 9.283302431
## 195 Female 35 - 39 Omega3 BAU Direct BW 6.780132548
## 196 Male 35 - 39 Omega3 BAU Direct BW 9.283302431
## 197 Female 40 - 44 Omega3 BAU Direct BW 6.780132548
## 198 Male 40 - 44 Omega3 BAU Direct BW 9.283302431
## 199 Female 45 - 49 Omega3 BAU Direct BW 6.780132548
## 200 Male 45 - 49 Omega3 BAU Direct BW 9.283302431
## 201 Female 50 - 54 Omega3 BAU Direct BW 6.780132548
## 202 Male 50 - 54 Omega3 BAU Direct BW 9.283302431
## 203 Female 55 - 59 Omega3 BAU Direct BW 6.780132548
## 204 Male 55 - 59 Omega3 BAU Direct BW 9.283302431
## 205 Female 60 - 64 Omega3 BAU Direct BW 6.780132548
## 206 Male 60 - 64 Omega3 BAU Direct BW 9.283302431
## 207 Female 65 - 69 Omega3 BAU Direct BW 9.807167925
## 208 Male 65 - 69 Omega3 BAU Direct BW 13.378703235
## 209 Female 70 - 74 Omega3 BAU Direct BW 9.807167925
## 210 Male 70 - 74 Omega3 BAU Direct BW 13.378703235
## 211 Female 75 - 79 Omega3 BAU Direct BW 9.807167925
## 212 Male 75 - 79 Omega3 BAU Direct BW 13.378703235
## 213 Female 80 - 84 Omega3 BAU Direct BW 9.807167925
## 214 Male 80 - 84 Omega3 BAU Direct BW 13.378703235
## 215 Female 85+ Omega3 BAU Direct BW 9.807167925
## 216 Male 85+ Omega3 BAU Direct BW 13.378703235
## 217 Female 0 - 4 PFAS BAU Direct BW 0.684721709
## 218 Male 0 - 4 PFAS BAU Direct BW 0.926388194
## 219 Female 5 - 9 PFAS BAU Direct BW 1.963356759
## 220 Male 5 - 9 PFAS BAU Direct BW 2.656306203
## 221 Female 10 - 14 PFAS BAU Direct BW 1.842203404
## 222 Male 10 - 14 PFAS BAU Direct BW 2.492392841
## 223 Female 15 - 19 PFAS BAU Direct BW 1.842203404
## 224 Male 15 - 19 PFAS BAU Direct BW 2.492392841
## 225 Female 20 - 24 PFAS BAU Direct BW 3.760332926
## 226 Male 20 - 24 PFAS BAU Direct BW 5.087509253
## 227 Female 25 - 29 PFAS BAU Direct BW 3.760332926
## 228 Male 25 - 29 PFAS BAU Direct BW 5.087509253
## 229 Female 30 - 34 PFAS BAU Direct BW 3.760332926
## 230 Male 30 - 34 PFAS BAU Direct BW 5.087509253
## 231 Female 35 - 39 PFAS BAU Direct BW 3.760332926
## 232 Male 35 - 39 PFAS BAU Direct BW 5.087509253
## 233 Female 40 - 44 PFAS BAU Direct BW 3.760332926
## 234 Male 40 - 44 PFAS BAU Direct BW 5.087509253
## 235 Female 45 - 49 PFAS BAU Direct BW 3.760332926
## 236 Male 45 - 49 PFAS BAU Direct BW 5.087509253
## 237 Female 50 - 54 PFAS BAU Direct BW 3.760332926
## 238 Male 50 - 54 PFAS BAU Direct BW 5.087509253
## 239 Female 55 - 59 PFAS BAU Direct BW 3.760332926
## 240 Male 55 - 59 PFAS BAU Direct BW 5.087509253
## 241 Female 60 - 64 PFAS BAU Direct BW 3.760332926
## 242 Male 60 - 64 PFAS BAU Direct BW 5.087509253
## 243 Female 65 - 69 PFAS BAU Direct BW 4.721169037
## 244 Male 65 - 69 PFAS BAU Direct BW 6.387463991
## 245 Female 70 - 74 PFAS BAU Direct BW 4.721169037
## 246 Male 70 - 74 PFAS BAU Direct BW 6.387463991
## 247 Female 75 - 79 PFAS BAU Direct BW 4.721169037
## 248 Male 75 - 79 PFAS BAU Direct BW 6.387463991
## 249 Female 80 - 84 PFAS BAU Direct BW 4.721169037
## 250 Male 80 - 84 PFAS BAU Direct BW 6.387463991
## 251 Female 85+ PFAS BAU Direct BW 4.721169037
## 252 Male 85+ PFAS BAU Direct BW 6.387463991
## 253 Female 0 - 4 TEQ BAU Direct BW 0.743611158
## 254 Male 0 - 4 TEQ BAU Direct BW 1.006062155
## 255 Female 5 - 9 TEQ BAU Direct BW 1.881695093
## 256 Male 5 - 9 TEQ BAU Direct BW 2.545822773
## 257 Female 10 - 14 TEQ BAU Direct BW 2.258779273
## 258 Male 10 - 14 TEQ BAU Direct BW 3.055995487
## 259 Female 15 - 19 TEQ BAU Direct BW 2.258779273
## 260 Male 15 - 19 TEQ BAU Direct BW 3.055995487
## 261 Female 20 - 24 TEQ BAU Direct BW 4.466054122
## 262 Male 20 - 24 TEQ BAU Direct BW 6.042308518
## 263 Female 25 - 29 TEQ BAU Direct BW 4.466054122
## 264 Male 25 - 29 TEQ BAU Direct BW 6.042308518
## 265 Female 30 - 34 TEQ BAU Direct BW 4.466054122
## 266 Male 30 - 34 TEQ BAU Direct BW 6.042308518
## 267 Female 35 - 39 TEQ BAU Direct BW 4.466054122
## 268 Male 35 - 39 TEQ BAU Direct BW 6.042308518
## 269 Female 40 - 44 TEQ BAU Direct BW 4.466054122
## 270 Male 40 - 44 TEQ BAU Direct BW 6.042308518
## 271 Female 45 - 49 TEQ BAU Direct BW 4.466054122
## 272 Male 45 - 49 TEQ BAU Direct BW 6.042308518
## 273 Female 50 - 54 TEQ BAU Direct BW 4.466054122
## 274 Male 50 - 54 TEQ BAU Direct BW 6.042308518
## 275 Female 55 - 59 TEQ BAU Direct BW 4.466054122
## 276 Male 55 - 59 TEQ BAU Direct BW 6.042308518
## 277 Female 60 - 64 TEQ BAU Direct BW 4.466054122
## 278 Male 60 - 64 TEQ BAU Direct BW 6.042308518
## 279 Female 65 - 69 TEQ BAU Direct BW 6.255359607
## 280 Male 65 - 69 TEQ BAU Direct BW 8.463133585
## 281 Female 70 - 74 TEQ BAU Direct BW 6.255359607
## 282 Male 70 - 74 TEQ BAU Direct BW 8.463133585
## 283 Female 75 - 79 TEQ BAU Direct BW 6.255359607
## 284 Male 75 - 79 TEQ BAU Direct BW 8.463133585
## 285 Female 80 - 84 TEQ BAU Direct BW 6.255359607
## 286 Male 80 - 84 TEQ BAU Direct BW 8.463133585
## 287 Female 85+ TEQ BAU Direct BW 6.255359607
## 288 Male 85+ TEQ BAU Direct BW 8.463133585
## 289 Female 0 - 4 Vitamin D BAU Direct BW 0.047116313
## 290 Male 0 - 4 Vitamin D BAU Direct BW 0.075015204
## 291 Female 5 - 9 Vitamin D BAU Direct BW 0.063933832
## 292 Male 5 - 9 Vitamin D BAU Direct BW 0.097768318
## 293 Female 10 - 14 Vitamin D BAU Direct BW 0.060948226
## 294 Male 10 - 14 Vitamin D BAU Direct BW 0.093728969
## 295 Female 15 - 19 Vitamin D BAU Direct BW 0.060948226
## 296 Male 15 - 19 Vitamin D BAU Direct BW 0.093728969
## 297 Female 20 - 24 Vitamin D BAU Direct BW 0.078850528
## 298 Male 20 - 24 Vitamin D BAU Direct BW 0.117949731
## 299 Female 25 - 29 Vitamin D BAU Direct BW 0.078850528
## 300 Male 25 - 29 Vitamin D BAU Direct BW 0.117949731
## 301 Female 30 - 34 Vitamin D BAU Direct BW 0.078850528
## 302 Male 30 - 34 Vitamin D BAU Direct BW 0.117949731
## 303 Female 35 - 39 Vitamin D BAU Direct BW 0.078850528
## 304 Male 35 - 39 Vitamin D BAU Direct BW 0.117949731
## 305 Female 40 - 44 Vitamin D BAU Direct BW 0.078850528
## 306 Male 40 - 44 Vitamin D BAU Direct BW 0.117949731
## 307 Female 45 - 49 Vitamin D BAU Direct BW 0.078850528
## 308 Male 45 - 49 Vitamin D BAU Direct BW 0.117949731
## 309 Female 50 - 54 Vitamin D BAU Direct BW 0.078850528
## 310 Male 50 - 54 Vitamin D BAU Direct BW 0.117949731
## 311 Female 55 - 59 Vitamin D BAU Direct BW 0.078850528
## 312 Male 55 - 59 Vitamin D BAU Direct BW 0.117949731
## 313 Female 60 - 64 Vitamin D BAU Direct BW 0.078850528
## 314 Male 60 - 64 Vitamin D BAU Direct BW 0.117949731
## 315 Female 65 - 69 Vitamin D BAU Direct BW 0.095746424
## 316 Male 65 - 69 Vitamin D BAU Direct BW 0.140808884
## 317 Female 70 - 74 Vitamin D BAU Direct BW 0.095746424
## 318 Male 70 - 74 Vitamin D BAU Direct BW 0.140808884
## 319 Female 75 - 79 Vitamin D BAU Direct BW 0.095746424
## 320 Male 75 - 79 Vitamin D BAU Direct BW 0.140808884
## 321 Female 80 - 84 Vitamin D BAU Direct BW 0.095746424
## 322 Male 80 - 84 Vitamin D BAU Direct BW 0.140808884
## 323 Female 85+ Vitamin D BAU Direct BW 0.095746424
## 324 Male 85+ Vitamin D BAU Direct BW 0.140808884
## 325 Female 0 - 4 ALA No exposure Direct BW 0.000000000
## 326 Male 0 - 4 ALA No exposure Direct BW 0.000000000
## 327 Female 5 - 9 ALA No exposure Direct BW 0.000000000
## 328 Male 5 - 9 ALA No exposure Direct BW 0.000000000
## 329 Female 10 - 14 ALA No exposure Direct BW 0.000000000
## 330 Male 10 - 14 ALA No exposure Direct BW 0.000000000
## 331 Female 15 - 19 ALA No exposure Direct BW 0.000000000
## 332 Male 15 - 19 ALA No exposure Direct BW 0.000000000
## 333 Female 20 - 24 ALA No exposure Direct BW 0.000000000
## 334 Male 20 - 24 ALA No exposure Direct BW 0.000000000
## 335 Female 25 - 29 ALA No exposure Direct BW 0.000000000
## 336 Male 25 - 29 ALA No exposure Direct BW 0.000000000
## 337 Female 30 - 34 ALA No exposure Direct BW 0.000000000
## 338 Male 30 - 34 ALA No exposure Direct BW 0.000000000
## 339 Female 35 - 39 ALA No exposure Direct BW 0.000000000
## 340 Male 35 - 39 ALA No exposure Direct BW 0.000000000
## 341 Female 40 - 44 ALA No exposure Direct BW 0.000000000
## 342 Male 40 - 44 ALA No exposure Direct BW 0.000000000
## 343 Female 45 - 49 ALA No exposure Direct BW 0.000000000
## 344 Male 45 - 49 ALA No exposure Direct BW 0.000000000
## 345 Female 50 - 54 ALA No exposure Direct BW 0.000000000
## 346 Male 50 - 54 ALA No exposure Direct BW 0.000000000
## 347 Female 55 - 59 ALA No exposure Direct BW 0.000000000
## 348 Male 55 - 59 ALA No exposure Direct BW 0.000000000
## 349 Female 60 - 64 ALA No exposure Direct BW 0.000000000
## 350 Male 60 - 64 ALA No exposure Direct BW 0.000000000
## 351 Female 65 - 69 ALA No exposure Direct BW 0.000000000
## 352 Male 65 - 69 ALA No exposure Direct BW 0.000000000
## 353 Female 70 - 74 ALA No exposure Direct BW 0.000000000
## 354 Male 70 - 74 ALA No exposure Direct BW 0.000000000
## 355 Female 75 - 79 ALA No exposure Direct BW 0.000000000
## 356 Male 75 - 79 ALA No exposure Direct BW 0.000000000
## 357 Female 80 - 84 ALA No exposure Direct BW 0.000000000
## 358 Male 80 - 84 ALA No exposure Direct BW 0.000000000
## 359 Female 85+ ALA No exposure Direct BW 0.000000000
## 360 Male 85+ ALA No exposure Direct BW 0.000000000
## 361 Female 0 - 4 DHA No exposure Direct BW 0.437723456
## 362 Male 0 - 4 DHA No exposure Direct BW 0.612866020
## 363 Female 5 - 9 DHA No exposure Direct BW 0.437723456
## 364 Male 5 - 9 DHA No exposure Direct BW 0.612866020
## 365 Female 10 - 14 DHA No exposure Direct BW 0.437723456
## 366 Male 10 - 14 DHA No exposure Direct BW 0.612866020
## 367 Female 15 - 19 DHA No exposure Direct BW 0.437723456
## 368 Male 15 - 19 DHA No exposure Direct BW 0.612866020
## 369 Female 20 - 24 DHA No exposure Direct BW 0.437723456
## 370 Male 20 - 24 DHA No exposure Direct BW 0.612866020
## 371 Female 25 - 29 DHA No exposure Direct BW 0.437723456
## 372 Male 25 - 29 DHA No exposure Direct BW 0.612866020
## 373 Female 30 - 34 DHA No exposure Direct BW 0.437723456
## 374 Male 30 - 34 DHA No exposure Direct BW 0.612866020
## 375 Female 35 - 39 DHA No exposure Direct BW 0.437723456
## 376 Male 35 - 39 DHA No exposure Direct BW 0.612866020
## 377 Female 40 - 44 DHA No exposure Direct BW 0.437723456
## 378 Male 40 - 44 DHA No exposure Direct BW 0.612866020
## 379 Female 45 - 49 DHA No exposure Direct BW 0.437723456
## 380 Male 45 - 49 DHA No exposure Direct BW 0.612866020
## 381 Female 50 - 54 DHA No exposure Direct BW 0.437723456
## 382 Male 50 - 54 DHA No exposure Direct BW 0.612866020
## 383 Female 55 - 59 DHA No exposure Direct BW 0.437723456
## 384 Male 55 - 59 DHA No exposure Direct BW 0.612866020
## 385 Female 60 - 64 DHA No exposure Direct BW 0.437723456
## 386 Male 60 - 64 DHA No exposure Direct BW 0.612866020
## 387 Female 65 - 69 DHA No exposure Direct BW 0.437723456
## 388 Male 65 - 69 DHA No exposure Direct BW 0.612866020
## 389 Female 70 - 74 DHA No exposure Direct BW 0.437723456
## 390 Male 70 - 74 DHA No exposure Direct BW 0.612866020
## 391 Female 75 - 79 DHA No exposure Direct BW 0.437723456
## 392 Male 75 - 79 DHA No exposure Direct BW 0.612866020
## 393 Female 80 - 84 DHA No exposure Direct BW 0.437723456
## 394 Male 80 - 84 DHA No exposure Direct BW 0.612866020
## 395 Female 85+ DHA No exposure Direct BW 0.437723456
## 396 Male 85+ DHA No exposure Direct BW 0.612866020
## 397 Female 0 - 4 EPA No exposure Direct BW 0.433461255
## 398 Male 0 - 4 EPA No exposure Direct BW 0.617048172
## 399 Female 5 - 9 EPA No exposure Direct BW 0.433461255
## 400 Male 5 - 9 EPA No exposure Direct BW 0.617048172
## 401 Female 10 - 14 EPA No exposure Direct BW 0.433461255
## 402 Male 10 - 14 EPA No exposure Direct BW 0.617048172
## 403 Female 15 - 19 EPA No exposure Direct BW 0.433461255
## 404 Male 15 - 19 EPA No exposure Direct BW 0.617048172
## 405 Female 20 - 24 EPA No exposure Direct BW 0.433461255
## 406 Male 20 - 24 EPA No exposure Direct BW 0.617048172
## 407 Female 25 - 29 EPA No exposure Direct BW 0.433461255
## 408 Male 25 - 29 EPA No exposure Direct BW 0.617048172
## 409 Female 30 - 34 EPA No exposure Direct BW 0.433461255
## 410 Male 30 - 34 EPA No exposure Direct BW 0.617048172
## 411 Female 35 - 39 EPA No exposure Direct BW 0.433461255
## 412 Male 35 - 39 EPA No exposure Direct BW 0.617048172
## 413 Female 40 - 44 EPA No exposure Direct BW 0.433461255
## 414 Male 40 - 44 EPA No exposure Direct BW 0.617048172
## 415 Female 45 - 49 EPA No exposure Direct BW 0.433461255
## 416 Male 45 - 49 EPA No exposure Direct BW 0.617048172
## 417 Female 50 - 54 EPA No exposure Direct BW 0.433461255
## 418 Male 50 - 54 EPA No exposure Direct BW 0.617048172
## 419 Female 55 - 59 EPA No exposure Direct BW 0.433461255
## 420 Male 55 - 59 EPA No exposure Direct BW 0.617048172
## 421 Female 60 - 64 EPA No exposure Direct BW 0.433461255
## 422 Male 60 - 64 EPA No exposure Direct BW 0.617048172
## 423 Female 65 - 69 EPA No exposure Direct BW 0.433461255
## 424 Male 65 - 69 EPA No exposure Direct BW 0.617048172
## 425 Female 70 - 74 EPA No exposure Direct BW 0.433461255
## 426 Male 70 - 74 EPA No exposure Direct BW 0.617048172
## 427 Female 75 - 79 EPA No exposure Direct BW 0.433461255
## 428 Male 75 - 79 EPA No exposure Direct BW 0.617048172
## 429 Female 80 - 84 EPA No exposure Direct BW 0.433461255
## 430 Male 80 - 84 EPA No exposure Direct BW 0.617048172
## 431 Female 85+ EPA No exposure Direct BW 0.433461255
## 432 Male 85+ EPA No exposure Direct BW 0.617048172
## 433 Female 0 - 4 Fish No exposure Direct BW 0.000000000
## 434 Male 0 - 4 Fish No exposure Direct BW 0.000000000
## 435 Female 5 - 9 Fish No exposure Direct BW 0.000000000
## 436 Male 5 - 9 Fish No exposure Direct BW 0.000000000
## 437 Female 10 - 14 Fish No exposure Direct BW 0.000000000
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## 441 Female 20 - 24 Fish No exposure Direct BW 0.000000000
## 442 Male 20 - 24 Fish No exposure Direct BW 0.000000000
## 443 Female 25 - 29 Fish No exposure Direct BW 0.000000000
## 444 Male 25 - 29 Fish No exposure Direct BW 0.000000000
## 445 Female 30 - 34 Fish No exposure Direct BW 0.000000000
## 446 Male 30 - 34 Fish No exposure Direct BW 0.000000000
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## 448 Male 35 - 39 Fish No exposure Direct BW 0.000000000
## 449 Female 40 - 44 Fish No exposure Direct BW 0.000000000
## 450 Male 40 - 44 Fish No exposure Direct BW 0.000000000
## 451 Female 45 - 49 Fish No exposure Direct BW 0.000000000
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## 456 Male 55 - 59 Fish No exposure Direct BW 0.000000000
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## 458 Male 60 - 64 Fish No exposure Direct BW 0.000000000
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## 464 Male 75 - 79 Fish No exposure Direct BW 0.000000000
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## 466 Male 80 - 84 Fish No exposure Direct BW 0.000000000
## 467 Female 85+ Fish No exposure Direct BW 0.000000000
## 468 Male 85+ Fish No exposure Direct BW 0.000000000
## 469 Female 0 - 4 MeHg No exposure Direct BW 0.000000000
## 470 Male 0 - 4 MeHg No exposure Direct BW 0.000000000
## 471 Female 5 - 9 MeHg No exposure Direct BW 0.000000000
## 472 Male 5 - 9 MeHg No exposure Direct BW 0.000000000
## 473 Female 10 - 14 MeHg No exposure Direct BW 0.000000000
## 474 Male 10 - 14 MeHg No exposure Direct BW 0.000000000
## 475 Female 15 - 19 MeHg No exposure Direct BW 0.000000000
## 476 Male 15 - 19 MeHg No exposure Direct BW 0.000000000
## 477 Female 20 - 24 MeHg No exposure Direct BW 0.000000000
## 478 Male 20 - 24 MeHg No exposure Direct BW 0.000000000
## 479 Female 25 - 29 MeHg No exposure Direct BW 0.000000000
## 480 Male 25 - 29 MeHg No exposure Direct BW 0.000000000
## 481 Female 30 - 34 MeHg No exposure Direct BW 0.000000000
## 482 Male 30 - 34 MeHg No exposure Direct BW 0.000000000
## 483 Female 35 - 39 MeHg No exposure Direct BW 0.000000000
## 484 Male 35 - 39 MeHg No exposure Direct BW 0.000000000
## 485 Female 40 - 44 MeHg No exposure Direct BW 0.000000000
## 486 Male 40 - 44 MeHg No exposure Direct BW 0.000000000
## 487 Female 45 - 49 MeHg No exposure Direct BW 0.000000000
## 488 Male 45 - 49 MeHg No exposure Direct BW 0.000000000
## 489 Female 50 - 54 MeHg No exposure Direct BW 0.000000000
## 490 Male 50 - 54 MeHg No exposure Direct BW 0.000000000
## 491 Female 55 - 59 MeHg No exposure Direct BW 0.000000000
## 492 Male 55 - 59 MeHg No exposure Direct BW 0.000000000
## 493 Female 60 - 64 MeHg No exposure Direct BW 0.000000000
## 494 Male 60 - 64 MeHg No exposure Direct BW 0.000000000
## 495 Female 65 - 69 MeHg No exposure Direct BW 0.000000000
## 496 Male 65 - 69 MeHg No exposure Direct BW 0.000000000
## 497 Female 70 - 74 MeHg No exposure Direct BW 0.000000000
## 498 Male 70 - 74 MeHg No exposure Direct BW 0.000000000
## 499 Female 75 - 79 MeHg No exposure Direct BW 0.000000000
## 500 Male 75 - 79 MeHg No exposure Direct BW 0.000000000
## 501 Female 80 - 84 MeHg No exposure Direct BW 0.000000000
## 502 Male 80 - 84 MeHg No exposure Direct BW 0.000000000
## 503 Female 85+ MeHg No exposure Direct BW 0.000000000
## 504 Male 85+ MeHg No exposure Direct BW 0.000000000
## 505 Female 0 - 4 Omega3 No exposure Direct BW 0.834299777
## 506 Male 0 - 4 Omega3 No exposure Direct BW 1.238940446
## 507 Female 5 - 9 Omega3 No exposure Direct BW 0.834299777
## 508 Male 5 - 9 Omega3 No exposure Direct BW 1.238940446
## 509 Female 10 - 14 Omega3 No exposure Direct BW 0.834299777
## 510 Male 10 - 14 Omega3 No exposure Direct BW 1.238940446
## 511 Female 15 - 19 Omega3 No exposure Direct BW 0.834299777
## 512 Male 15 - 19 Omega3 No exposure Direct BW 1.238940446
## 513 Female 20 - 24 Omega3 No exposure Direct BW 0.834299777
## 514 Male 20 - 24 Omega3 No exposure Direct BW 1.238940446
## 515 Female 25 - 29 Omega3 No exposure Direct BW 0.834299777
## 516 Male 25 - 29 Omega3 No exposure Direct BW 1.238940446
## 517 Female 30 - 34 Omega3 No exposure Direct BW 0.834299777
## 518 Male 30 - 34 Omega3 No exposure Direct BW 1.238940446
## 519 Female 35 - 39 Omega3 No exposure Direct BW 0.834299777
## 520 Male 35 - 39 Omega3 No exposure Direct BW 1.238940446
## 521 Female 40 - 44 Omega3 No exposure Direct BW 0.834299777
## 522 Male 40 - 44 Omega3 No exposure Direct BW 1.238940446
## 523 Female 45 - 49 Omega3 No exposure Direct BW 0.834299777
## 524 Male 45 - 49 Omega3 No exposure Direct BW 1.238940446
## 525 Female 50 - 54 Omega3 No exposure Direct BW 0.834299777
## 526 Male 50 - 54 Omega3 No exposure Direct BW 1.238940446
## 527 Female 55 - 59 Omega3 No exposure Direct BW 0.834299777
## 528 Male 55 - 59 Omega3 No exposure Direct BW 1.238940446
## 529 Female 60 - 64 Omega3 No exposure Direct BW 0.834299777
## 530 Male 60 - 64 Omega3 No exposure Direct BW 1.238940446
## 531 Female 65 - 69 Omega3 No exposure Direct BW 0.834299777
## 532 Male 65 - 69 Omega3 No exposure Direct BW 1.238940446
## 533 Female 70 - 74 Omega3 No exposure Direct BW 0.834299777
## 534 Male 70 - 74 Omega3 No exposure Direct BW 1.238940446
## 535 Female 75 - 79 Omega3 No exposure Direct BW 0.834299777
## 536 Male 75 - 79 Omega3 No exposure Direct BW 1.238940446
## 537 Female 80 - 84 Omega3 No exposure Direct BW 0.834299777
## 538 Male 80 - 84 Omega3 No exposure Direct BW 1.238940446
## 539 Female 85+ Omega3 No exposure Direct BW 0.834299777
## 540 Male 85+ Omega3 No exposure Direct BW 1.238940446
## 541 Female 0 - 4 PFAS No exposure Direct BW 0.000000000
## 542 Male 0 - 4 PFAS No exposure Direct BW 0.000000000
## 543 Female 5 - 9 PFAS No exposure Direct BW 0.000000000
## 544 Male 5 - 9 PFAS No exposure Direct BW 0.000000000
## 545 Female 10 - 14 PFAS No exposure Direct BW 0.000000000
## 546 Male 10 - 14 PFAS No exposure Direct BW 0.000000000
## 547 Female 15 - 19 PFAS No exposure Direct BW 0.000000000
## 548 Male 15 - 19 PFAS No exposure Direct BW 0.000000000
## 549 Female 20 - 24 PFAS No exposure Direct BW 0.000000000
## 550 Male 20 - 24 PFAS No exposure Direct BW 0.000000000
## 551 Female 25 - 29 PFAS No exposure Direct BW 0.000000000
## 552 Male 25 - 29 PFAS No exposure Direct BW 0.000000000
## 553 Female 30 - 34 PFAS No exposure Direct BW 0.000000000
## 554 Male 30 - 34 PFAS No exposure Direct BW 0.000000000
## 555 Female 35 - 39 PFAS No exposure Direct BW 0.000000000
## 556 Male 35 - 39 PFAS No exposure Direct BW 0.000000000
## 557 Female 40 - 44 PFAS No exposure Direct BW 0.000000000
## 558 Male 40 - 44 PFAS No exposure Direct BW 0.000000000
## 559 Female 45 - 49 PFAS No exposure Direct BW 0.000000000
## 560 Male 45 - 49 PFAS No exposure Direct BW 0.000000000
## 561 Female 50 - 54 PFAS No exposure Direct BW 0.000000000
## 562 Male 50 - 54 PFAS No exposure Direct BW 0.000000000
## 563 Female 55 - 59 PFAS No exposure Direct BW 0.000000000
## 564 Male 55 - 59 PFAS No exposure Direct BW 0.000000000
## 565 Female 60 - 64 PFAS No exposure Direct BW 0.000000000
## 566 Male 60 - 64 PFAS No exposure Direct BW 0.000000000
## 567 Female 65 - 69 PFAS No exposure Direct BW 0.000000000
## 568 Male 65 - 69 PFAS No exposure Direct BW 0.000000000
## 569 Female 70 - 74 PFAS No exposure Direct BW 0.000000000
## 570 Male 70 - 74 PFAS No exposure Direct BW 0.000000000
## 571 Female 75 - 79 PFAS No exposure Direct BW 0.000000000
## 572 Male 75 - 79 PFAS No exposure Direct BW 0.000000000
## 573 Female 80 - 84 PFAS No exposure Direct BW 0.000000000
## 574 Male 80 - 84 PFAS No exposure Direct BW 0.000000000
## 575 Female 85+ PFAS No exposure Direct BW 0.000000000
## 576 Male 85+ PFAS No exposure Direct BW 0.000000000
## 577 Female 0 - 4 TEQ No exposure Direct BW 0.000000000
## 578 Male 0 - 4 TEQ No exposure Direct BW 0.000000000
## 579 Female 5 - 9 TEQ No exposure Direct BW 0.000000000
## 580 Male 5 - 9 TEQ No exposure Direct BW 0.000000000
## 581 Female 10 - 14 TEQ No exposure Direct BW 0.000000000
## 582 Male 10 - 14 TEQ No exposure Direct BW 0.000000000
## 583 Female 15 - 19 TEQ No exposure Direct BW 0.000000000
## 584 Male 15 - 19 TEQ No exposure Direct BW 0.000000000
## 585 Female 20 - 24 TEQ No exposure Direct BW 0.000000000
## 586 Male 20 - 24 TEQ No exposure Direct BW 0.000000000
## 587 Female 25 - 29 TEQ No exposure Direct BW 0.000000000
## 588 Male 25 - 29 TEQ No exposure Direct BW 0.000000000
## 589 Female 30 - 34 TEQ No exposure Direct BW 0.000000000
## 590 Male 30 - 34 TEQ No exposure Direct BW 0.000000000
## 591 Female 35 - 39 TEQ No exposure Direct BW 0.000000000
## 592 Male 35 - 39 TEQ No exposure Direct BW 0.000000000
## 593 Female 40 - 44 TEQ No exposure Direct BW 0.000000000
## 594 Male 40 - 44 TEQ No exposure Direct BW 0.000000000
## 595 Female 45 - 49 TEQ No exposure Direct BW 0.000000000
## 596 Male 45 - 49 TEQ No exposure Direct BW 0.000000000
## 597 Female 50 - 54 TEQ No exposure Direct BW 0.000000000
## 598 Male 50 - 54 TEQ No exposure Direct BW 0.000000000
## 599 Female 55 - 59 TEQ No exposure Direct BW 0.000000000
## 600 Male 55 - 59 TEQ No exposure Direct BW 0.000000000
## 601 Female 60 - 64 TEQ No exposure Direct BW 0.000000000
## 602 Male 60 - 64 TEQ No exposure Direct BW 0.000000000
## 603 Female 65 - 69 TEQ No exposure Direct BW 0.000000000
## 604 Male 65 - 69 TEQ No exposure Direct BW 0.000000000
## 605 Female 70 - 74 TEQ No exposure Direct BW 0.000000000
## 606 Male 70 - 74 TEQ No exposure Direct BW 0.000000000
## 607 Female 75 - 79 TEQ No exposure Direct BW 0.000000000
## 608 Male 75 - 79 TEQ No exposure Direct BW 0.000000000
## 609 Female 80 - 84 TEQ No exposure Direct BW 0.000000000
## 610 Male 80 - 84 TEQ No exposure Direct BW 0.000000000
## 611 Female 85+ TEQ No exposure Direct BW 0.000000000
## 612 Male 85+ TEQ No exposure Direct BW 0.000000000
## 613 Female 0 - 4 Vitamin D No exposure Direct BW 0.039957513
## 614 Male 0 - 4 Vitamin D No exposure Direct BW 0.065329770
## 615 Female 5 - 9 Vitamin D No exposure Direct BW 0.039957513
## 616 Male 5 - 9 Vitamin D No exposure Direct BW 0.065329770
## 617 Female 10 - 14 Vitamin D No exposure Direct BW 0.039957513
## 618 Male 10 - 14 Vitamin D No exposure Direct BW 0.065329770
## 619 Female 15 - 19 Vitamin D No exposure Direct BW 0.039957513
## 620 Male 15 - 19 Vitamin D No exposure Direct BW 0.065329770
## 621 Female 20 - 24 Vitamin D No exposure Direct BW 0.039957513
## 622 Male 20 - 24 Vitamin D No exposure Direct BW 0.065329770
## 623 Female 25 - 29 Vitamin D No exposure Direct BW 0.039957513
## 624 Male 25 - 29 Vitamin D No exposure Direct BW 0.065329770
## 625 Female 30 - 34 Vitamin D No exposure Direct BW 0.039957513
## 626 Male 30 - 34 Vitamin D No exposure Direct BW 0.065329770
## 627 Female 35 - 39 Vitamin D No exposure Direct BW 0.039957513
## 628 Male 35 - 39 Vitamin D No exposure Direct BW 0.065329770
## 629 Female 40 - 44 Vitamin D No exposure Direct BW 0.039957513
## 630 Male 40 - 44 Vitamin D No exposure Direct BW 0.065329770
## 631 Female 45 - 49 Vitamin D No exposure Direct BW 0.039957513
## 632 Male 45 - 49 Vitamin D No exposure Direct BW 0.065329770
## 633 Female 50 - 54 Vitamin D No exposure Direct BW 0.039957513
## 634 Male 50 - 54 Vitamin D No exposure Direct BW 0.065329770
## 635 Female 55 - 59 Vitamin D No exposure Direct BW 0.039957513
## 636 Male 55 - 59 Vitamin D No exposure Direct BW 0.065329770
## 637 Female 60 - 64 Vitamin D No exposure Direct BW 0.039957513
## 638 Male 60 - 64 Vitamin D No exposure Direct BW 0.065329770
## 639 Female 65 - 69 Vitamin D No exposure Direct BW 0.039957513
## 640 Male 65 - 69 Vitamin D No exposure Direct BW 0.065329770
## 641 Female 70 - 74 Vitamin D No exposure Direct BW 0.039957513
## 642 Male 70 - 74 Vitamin D No exposure Direct BW 0.065329770
## 643 Female 75 - 79 Vitamin D No exposure Direct BW 0.039957513
## 644 Male 75 - 79 Vitamin D No exposure Direct BW 0.065329770
## 645 Female 80 - 84 Vitamin D No exposure Direct BW 0.039957513
## 646 Male 80 - 84 Vitamin D No exposure Direct BW 0.065329770
## 647 Female 85+ Vitamin D No exposure Direct BW 0.039957513
## 648 Male 85+ Vitamin D No exposure Direct BW 0.065329770
## 649 Female 0 - 4 MeHg BAU To child BW 0.009054135
## 650 Male 0 - 4 MeHg BAU To child BW 0.009054135
## 651 Female 0 - 4 PFAS BAU To child BW 0.234166331
## 652 Male 0 - 4 PFAS BAU To child BW 0.234166331
## 653 Female 0 - 4 TEQ BAU To child BW 0.173209435
## 654 Male 0 - 4 TEQ BAU To child BW 0.173209435
## 655 Female 0 - 4 MeHg No exposure To child BW 0.000000000
## 656 Male 0 - 4 MeHg No exposure To child BW 0.000000000
## 657 Female 0 - 4 PFAS No exposure To child BW 0.000000000
## 658 Male 0 - 4 PFAS No exposure To child BW 0.000000000
## 659 Female 0 - 4 TEQ No exposure To child BW 0.000000000
## 660 Male 0 - 4 TEQ No exposure To child BW 0.000000000
## 661 Female 0 - 4 ALA BAU Direct Log10 -Inf
## 662 Male 0 - 4 ALA BAU Direct Log10 -Inf
## 663 Female 5 - 9 ALA BAU Direct Log10 -Inf
## 664 Male 5 - 9 ALA BAU Direct Log10 -Inf
## 665 Female 10 - 14 ALA BAU Direct Log10 -Inf
## 666 Male 10 - 14 ALA BAU Direct Log10 -Inf
## 667 Female 15 - 19 ALA BAU Direct Log10 -Inf
## 668 Male 15 - 19 ALA BAU Direct Log10 -Inf
## 669 Female 20 - 24 ALA BAU Direct Log10 -Inf
## 670 Male 20 - 24 ALA BAU Direct Log10 -Inf
## 671 Female 25 - 29 ALA BAU Direct Log10 -Inf
## 672 Male 25 - 29 ALA BAU Direct Log10 -Inf
## 673 Female 30 - 34 ALA BAU Direct Log10 -Inf
## 674 Male 30 - 34 ALA BAU Direct Log10 -Inf
## 675 Female 35 - 39 ALA BAU Direct Log10 -Inf
## 676 Male 35 - 39 ALA BAU Direct Log10 -Inf
## 677 Female 40 - 44 ALA BAU Direct Log10 -Inf
## 678 Male 40 - 44 ALA BAU Direct Log10 -Inf
## 679 Female 45 - 49 ALA BAU Direct Log10 -Inf
## 680 Male 45 - 49 ALA BAU Direct Log10 -Inf
## 681 Female 50 - 54 ALA BAU Direct Log10 -Inf
## 682 Male 50 - 54 ALA BAU Direct Log10 -Inf
## 683 Female 55 - 59 ALA BAU Direct Log10 -Inf
## 684 Male 55 - 59 ALA BAU Direct Log10 -Inf
## 685 Female 60 - 64 ALA BAU Direct Log10 -Inf
## 686 Male 60 - 64 ALA BAU Direct Log10 -Inf
## 687 Female 65 - 69 ALA BAU Direct Log10 -Inf
## 688 Male 65 - 69 ALA BAU Direct Log10 -Inf
## 689 Female 70 - 74 ALA BAU Direct Log10 -Inf
## 690 Male 70 - 74 ALA BAU Direct Log10 -Inf
## 691 Female 75 - 79 ALA BAU Direct Log10 -Inf
## 692 Male 75 - 79 ALA BAU Direct Log10 -Inf
## 693 Female 80 - 84 ALA BAU Direct Log10 -Inf
## 694 Male 80 - 84 ALA BAU Direct Log10 -Inf
## 695 Female 85+ ALA BAU Direct Log10 -Inf
## 696 Male 85+ ALA BAU Direct Log10 -Inf
## 697 Female 0 - 4 DHA BAU Direct Log10 1.576568198
## 698 Male 0 - 4 DHA BAU Direct Log10 1.707137381
## 699 Female 5 - 9 DHA BAU Direct Log10 1.753803678
## 700 Male 5 - 9 DHA BAU Direct Log10 1.881957532
## 701 Female 10 - 14 DHA BAU Direct Log10 1.797684757
## 702 Male 10 - 14 DHA BAU Direct Log10 1.934426764
## 703 Female 15 - 19 DHA BAU Direct Log10 1.797684757
## 704 Male 15 - 19 DHA BAU Direct Log10 1.934426764
## 705 Female 20 - 24 DHA BAU Direct Log10 1.837979217
## 706 Male 20 - 24 DHA BAU Direct Log10 1.972585027
## 707 Female 25 - 29 DHA BAU Direct Log10 1.837979217
## 708 Male 25 - 29 DHA BAU Direct Log10 1.972585027
## 709 Female 30 - 34 DHA BAU Direct Log10 1.837979217
## 710 Male 30 - 34 DHA BAU Direct Log10 1.972585027
## 711 Female 35 - 39 DHA BAU Direct Log10 1.837979217
## 712 Male 35 - 39 DHA BAU Direct Log10 1.972585027
## 713 Female 40 - 44 DHA BAU Direct Log10 1.837979217
## 714 Male 40 - 44 DHA BAU Direct Log10 1.972585027
## 715 Female 45 - 49 DHA BAU Direct Log10 1.837979217
## 716 Male 45 - 49 DHA BAU Direct Log10 1.972585027
## 717 Female 50 - 54 DHA BAU Direct Log10 1.837979217
## 718 Male 50 - 54 DHA BAU Direct Log10 1.972585027
## 719 Female 55 - 59 DHA BAU Direct Log10 1.837979217
## 720 Male 55 - 59 DHA BAU Direct Log10 1.972585027
## 721 Female 60 - 64 DHA BAU Direct Log10 1.837979217
## 722 Male 60 - 64 DHA BAU Direct Log10 1.972585027
## 723 Female 65 - 69 DHA BAU Direct Log10 1.927177935
## 724 Male 65 - 69 DHA BAU Direct Log10 2.064489906
## 725 Female 70 - 74 DHA BAU Direct Log10 1.927177935
## 726 Male 70 - 74 DHA BAU Direct Log10 2.064489906
## 727 Female 75 - 79 DHA BAU Direct Log10 1.927177935
## 728 Male 75 - 79 DHA BAU Direct Log10 2.064489906
## 729 Female 80 - 84 DHA BAU Direct Log10 1.927177935
## 730 Male 80 - 84 DHA BAU Direct Log10 2.064489906
## 731 Female 85+ DHA BAU Direct Log10 1.927177935
## 732 Male 85+ DHA BAU Direct Log10 2.064489906
## 733 Female 0 - 4 EPA BAU Direct Log10 1.355583510
## 734 Male 0 - 4 EPA BAU Direct Log10 1.481337788
## 735 Female 5 - 9 EPA BAU Direct Log10 1.355583510
## 736 Male 5 - 9 EPA BAU Direct Log10 1.481337788
## 737 Female 10 - 14 EPA BAU Direct Log10 1.355583510
## 738 Male 10 - 14 EPA BAU Direct Log10 1.481337788
## 739 Female 15 - 19 EPA BAU Direct Log10 1.355583510
## 740 Male 15 - 19 EPA BAU Direct Log10 1.481337788
## 741 Female 20 - 24 EPA BAU Direct Log10 1.355583510
## 742 Male 20 - 24 EPA BAU Direct Log10 1.481337788
## 743 Female 25 - 29 EPA BAU Direct Log10 1.355583510
## 744 Male 25 - 29 EPA BAU Direct Log10 1.481337788
## 745 Female 30 - 34 EPA BAU Direct Log10 1.355583510
## 746 Male 30 - 34 EPA BAU Direct Log10 1.481337788
## 747 Female 35 - 39 EPA BAU Direct Log10 1.355583510
## 748 Male 35 - 39 EPA BAU Direct Log10 1.481337788
## 749 Female 40 - 44 EPA BAU Direct Log10 1.355583510
## 750 Male 40 - 44 EPA BAU Direct Log10 1.481337788
## 751 Female 45 - 49 EPA BAU Direct Log10 1.355583510
## 752 Male 45 - 49 EPA BAU Direct Log10 1.481337788
## 753 Female 50 - 54 EPA BAU Direct Log10 1.355583510
## 754 Male 50 - 54 EPA BAU Direct Log10 1.481337788
## 755 Female 55 - 59 EPA BAU Direct Log10 1.355583510
## 756 Male 55 - 59 EPA BAU Direct Log10 1.481337788
## 757 Female 60 - 64 EPA BAU Direct Log10 1.355583510
## 758 Male 60 - 64 EPA BAU Direct Log10 1.481337788
## 759 Female 65 - 69 EPA BAU Direct Log10 1.355583510
## 760 Male 65 - 69 EPA BAU Direct Log10 1.481337788
## 761 Female 70 - 74 EPA BAU Direct Log10 1.355583510
## 762 Male 70 - 74 EPA BAU Direct Log10 1.481337788
## 763 Female 75 - 79 EPA BAU Direct Log10 1.355583510
## 764 Male 75 - 79 EPA BAU Direct Log10 1.481337788
## 765 Female 80 - 84 EPA BAU Direct Log10 1.355583510
## 766 Male 80 - 84 EPA BAU Direct Log10 1.481337788
## 767 Female 85+ EPA BAU Direct Log10 1.355583510
## 768 Male 85+ EPA BAU Direct Log10 1.481337788
## 769 Female 0 - 4 Fish BAU Direct Log10 -Inf
## 770 Male 0 - 4 Fish BAU Direct Log10 -Inf
## 771 Female 5 - 9 Fish BAU Direct Log10 -Inf
## 772 Male 5 - 9 Fish BAU Direct Log10 -Inf
## 773 Female 10 - 14 Fish BAU Direct Log10 -Inf
## 774 Male 10 - 14 Fish BAU Direct Log10 -Inf
## 775 Female 15 - 19 Fish BAU Direct Log10 -Inf
## 776 Male 15 - 19 Fish BAU Direct Log10 -Inf
## 777 Female 20 - 24 Fish BAU Direct Log10 -Inf
## 778 Male 20 - 24 Fish BAU Direct Log10 -Inf
## 779 Female 25 - 29 Fish BAU Direct Log10 -Inf
## 780 Male 25 - 29 Fish BAU Direct Log10 -Inf
## 781 Female 30 - 34 Fish BAU Direct Log10 -Inf
## 782 Male 30 - 34 Fish BAU Direct Log10 -Inf
## 783 Female 35 - 39 Fish BAU Direct Log10 -Inf
## 784 Male 35 - 39 Fish BAU Direct Log10 -Inf
## 785 Female 40 - 44 Fish BAU Direct Log10 -Inf
## 786 Male 40 - 44 Fish BAU Direct Log10 -Inf
## 787 Female 45 - 49 Fish BAU Direct Log10 -Inf
## 788 Male 45 - 49 Fish BAU Direct Log10 -Inf
## 789 Female 50 - 54 Fish BAU Direct Log10 -Inf
## 790 Male 50 - 54 Fish BAU Direct Log10 -Inf
## 791 Female 55 - 59 Fish BAU Direct Log10 -Inf
## 792 Male 55 - 59 Fish BAU Direct Log10 -Inf
## 793 Female 60 - 64 Fish BAU Direct Log10 -Inf
## 794 Male 60 - 64 Fish BAU Direct Log10 -Inf
## 795 Female 65 - 69 Fish BAU Direct Log10 -Inf
## 796 Male 65 - 69 Fish BAU Direct Log10 -Inf
## 797 Female 70 - 74 Fish BAU Direct Log10 -Inf
## 798 Male 70 - 74 Fish BAU Direct Log10 -Inf
## 799 Female 75 - 79 Fish BAU Direct Log10 -Inf
## 800 Male 75 - 79 Fish BAU Direct Log10 -Inf
## 801 Female 80 - 84 Fish BAU Direct Log10 -Inf
## 802 Male 80 - 84 Fish BAU Direct Log10 -Inf
## 803 Female 85+ Fish BAU Direct Log10 -Inf
## 804 Male 85+ Fish BAU Direct Log10 -Inf
## 805 Female 0 - 4 MeHg BAU Direct Log10 -Inf
## 806 Male 0 - 4 MeHg BAU Direct Log10 -Inf
## 807 Female 5 - 9 MeHg BAU Direct Log10 -Inf
## 808 Male 5 - 9 MeHg BAU Direct Log10 -Inf
## 809 Female 10 - 14 MeHg BAU Direct Log10 -Inf
## 810 Male 10 - 14 MeHg BAU Direct Log10 -Inf
## 811 Female 15 - 19 MeHg BAU Direct Log10 -Inf
## 812 Male 15 - 19 MeHg BAU Direct Log10 -Inf
## 813 Female 20 - 24 MeHg BAU Direct Log10 -Inf
## 814 Male 20 - 24 MeHg BAU Direct Log10 -Inf
## 815 Female 25 - 29 MeHg BAU Direct Log10 -Inf
## 816 Male 25 - 29 MeHg BAU Direct Log10 -Inf
## 817 Female 30 - 34 MeHg BAU Direct Log10 -Inf
## 818 Male 30 - 34 MeHg BAU Direct Log10 -Inf
## 819 Female 35 - 39 MeHg BAU Direct Log10 -Inf
## 820 Male 35 - 39 MeHg BAU Direct Log10 -Inf
## 821 Female 40 - 44 MeHg BAU Direct Log10 -Inf
## 822 Male 40 - 44 MeHg BAU Direct Log10 -Inf
## 823 Female 45 - 49 MeHg BAU Direct Log10 -Inf
## 824 Male 45 - 49 MeHg BAU Direct Log10 -Inf
## 825 Female 50 - 54 MeHg BAU Direct Log10 -Inf
## 826 Male 50 - 54 MeHg BAU Direct Log10 -Inf
## 827 Female 55 - 59 MeHg BAU Direct Log10 -Inf
## 828 Male 55 - 59 MeHg BAU Direct Log10 -Inf
## 829 Female 60 - 64 MeHg BAU Direct Log10 -Inf
## 830 Male 60 - 64 MeHg BAU Direct Log10 -Inf
## 831 Female 65 - 69 MeHg BAU Direct Log10 -Inf
## 832 Male 65 - 69 MeHg BAU Direct Log10 -Inf
## 833 Female 70 - 74 MeHg BAU Direct Log10 -Inf
## 834 Male 70 - 74 MeHg BAU Direct Log10 -Inf
## 835 Female 75 - 79 MeHg BAU Direct Log10 -Inf
## 836 Male 75 - 79 MeHg BAU Direct Log10 -Inf
## 837 Female 80 - 84 MeHg BAU Direct Log10 -Inf
## 838 Male 80 - 84 MeHg BAU Direct Log10 -Inf
## 839 Female 85+ MeHg BAU Direct Log10 -Inf
## 840 Male 85+ MeHg BAU Direct Log10 -Inf
## 841 Female 0 - 4 Omega3 BAU Direct Log10 1.895414326
## 842 Male 0 - 4 Omega3 BAU Direct Log10 2.067926541
## 843 Female 5 - 9 Omega3 BAU Direct Log10 2.091027370
## 844 Male 5 - 9 Omega3 BAU Direct Log10 2.256414457
## 845 Female 10 - 14 Omega3 BAU Direct Log10 2.152366557
## 846 Male 10 - 14 Omega3 BAU Direct Log10 2.320620061
## 847 Female 15 - 19 Omega3 BAU Direct Log10 2.152366557
## 848 Male 15 - 19 Omega3 BAU Direct Log10 2.320620061
## 849 Female 20 - 24 Omega3 BAU Direct Log10 2.191272119
## 850 Male 20 - 24 Omega3 BAU Direct Log10 2.358870093
## 851 Female 25 - 29 Omega3 BAU Direct Log10 2.191272119
## 852 Male 25 - 29 Omega3 BAU Direct Log10 2.358870093
## 853 Female 30 - 34 Omega3 BAU Direct Log10 2.191272119
## 854 Male 30 - 34 Omega3 BAU Direct Log10 2.358870093
## 855 Female 35 - 39 Omega3 BAU Direct Log10 2.191272119
## 856 Male 35 - 39 Omega3 BAU Direct Log10 2.358870093
## 857 Female 40 - 44 Omega3 BAU Direct Log10 2.191272119
## 858 Male 40 - 44 Omega3 BAU Direct Log10 2.358870093
## 859 Female 45 - 49 Omega3 BAU Direct Log10 2.191272119
## 860 Male 45 - 49 Omega3 BAU Direct Log10 2.358870093
## 861 Female 50 - 54 Omega3 BAU Direct Log10 2.191272119
## 862 Male 50 - 54 Omega3 BAU Direct Log10 2.358870093
## 863 Female 55 - 59 Omega3 BAU Direct Log10 2.191272119
## 864 Male 55 - 59 Omega3 BAU Direct Log10 2.358870093
## 865 Female 60 - 64 Omega3 BAU Direct Log10 2.191272119
## 866 Male 60 - 64 Omega3 BAU Direct Log10 2.358870093
## 867 Female 65 - 69 Omega3 BAU Direct Log10 2.299186710
## 868 Male 65 - 69 Omega3 BAU Direct Log10 2.438117452
## 869 Female 70 - 74 Omega3 BAU Direct Log10 2.299186710
## 870 Male 70 - 74 Omega3 BAU Direct Log10 2.438117452
## 871 Female 75 - 79 Omega3 BAU Direct Log10 2.299186710
## 872 Male 75 - 79 Omega3 BAU Direct Log10 2.438117452
## 873 Female 80 - 84 Omega3 BAU Direct Log10 2.299186710
## 874 Male 80 - 84 Omega3 BAU Direct Log10 2.438117452
## 875 Female 85+ Omega3 BAU Direct Log10 2.299186710
## 876 Male 85+ Omega3 BAU Direct Log10 2.438117452
## 877 Female 0 - 4 PFAS BAU Direct Log10 -Inf
## 878 Male 0 - 4 PFAS BAU Direct Log10 -Inf
## 879 Female 5 - 9 PFAS BAU Direct Log10 -Inf
## 880 Male 5 - 9 PFAS BAU Direct Log10 -Inf
## 881 Female 10 - 14 PFAS BAU Direct Log10 -Inf
## 882 Male 10 - 14 PFAS BAU Direct Log10 -Inf
## 883 Female 15 - 19 PFAS BAU Direct Log10 -Inf
## 884 Male 15 - 19 PFAS BAU Direct Log10 -Inf
## 885 Female 20 - 24 PFAS BAU Direct Log10 -Inf
## 886 Male 20 - 24 PFAS BAU Direct Log10 -Inf
## 887 Female 25 - 29 PFAS BAU Direct Log10 -Inf
## 888 Male 25 - 29 PFAS BAU Direct Log10 -Inf
## 889 Female 30 - 34 PFAS BAU Direct Log10 -Inf
## 890 Male 30 - 34 PFAS BAU Direct Log10 -Inf
## 891 Female 35 - 39 PFAS BAU Direct Log10 -Inf
## 892 Male 35 - 39 PFAS BAU Direct Log10 -Inf
## 893 Female 40 - 44 PFAS BAU Direct Log10 -Inf
## 894 Male 40 - 44 PFAS BAU Direct Log10 -Inf
## 895 Female 45 - 49 PFAS BAU Direct Log10 -Inf
## 896 Male 45 - 49 PFAS BAU Direct Log10 -Inf
## 897 Female 50 - 54 PFAS BAU Direct Log10 -Inf
## 898 Male 50 - 54 PFAS BAU Direct Log10 -Inf
## 899 Female 55 - 59 PFAS BAU Direct Log10 -Inf
## 900 Male 55 - 59 PFAS BAU Direct Log10 -Inf
## 901 Female 60 - 64 PFAS BAU Direct Log10 -Inf
## 902 Male 60 - 64 PFAS BAU Direct Log10 -Inf
## 903 Female 65 - 69 PFAS BAU Direct Log10 -Inf
## 904 Male 65 - 69 PFAS BAU Direct Log10 -Inf
## 905 Female 70 - 74 PFAS BAU Direct Log10 -Inf
## 906 Male 70 - 74 PFAS BAU Direct Log10 -Inf
## 907 Female 75 - 79 PFAS BAU Direct Log10 -Inf
## 908 Male 75 - 79 PFAS BAU Direct Log10 -Inf
## 909 Female 80 - 84 PFAS BAU Direct Log10 -Inf
## 910 Male 80 - 84 PFAS BAU Direct Log10 -Inf
## 911 Female 85+ PFAS BAU Direct Log10 -Inf
## 912 Male 85+ PFAS BAU Direct Log10 -Inf
## 913 Female 0 - 4 TEQ BAU Direct Log10 -Inf
## 914 Male 0 - 4 TEQ BAU Direct Log10 -Inf
## 915 Female 5 - 9 TEQ BAU Direct Log10 -Inf
## 916 Male 5 - 9 TEQ BAU Direct Log10 -Inf
## 917 Female 10 - 14 TEQ BAU Direct Log10 -Inf
## 918 Male 10 - 14 TEQ BAU Direct Log10 -Inf
## 919 Female 15 - 19 TEQ BAU Direct Log10 -Inf
## 920 Male 15 - 19 TEQ BAU Direct Log10 -Inf
## 921 Female 20 - 24 TEQ BAU Direct Log10 -Inf
## 922 Male 20 - 24 TEQ BAU Direct Log10 -Inf
## 923 Female 25 - 29 TEQ BAU Direct Log10 -Inf
## 924 Male 25 - 29 TEQ BAU Direct Log10 -Inf
## 925 Female 30 - 34 TEQ BAU Direct Log10 -Inf
## 926 Male 30 - 34 TEQ BAU Direct Log10 -Inf
## 927 Female 35 - 39 TEQ BAU Direct Log10 -Inf
## 928 Male 35 - 39 TEQ BAU Direct Log10 -Inf
## 929 Female 40 - 44 TEQ BAU Direct Log10 -Inf
## 930 Male 40 - 44 TEQ BAU Direct Log10 -Inf
## 931 Female 45 - 49 TEQ BAU Direct Log10 -Inf
## 932 Male 45 - 49 TEQ BAU Direct Log10 -Inf
## 933 Female 50 - 54 TEQ BAU Direct Log10 -Inf
## 934 Male 50 - 54 TEQ BAU Direct Log10 -Inf
## 935 Female 55 - 59 TEQ BAU Direct Log10 -Inf
## 936 Male 55 - 59 TEQ BAU Direct Log10 -Inf
## 937 Female 60 - 64 TEQ BAU Direct Log10 -Inf
## 938 Male 60 - 64 TEQ BAU Direct Log10 -Inf
## 939 Female 65 - 69 TEQ BAU Direct Log10 -Inf
## 940 Male 65 - 69 TEQ BAU Direct Log10 -Inf
## 941 Female 70 - 74 TEQ BAU Direct Log10 -Inf
## 942 Male 70 - 74 TEQ BAU Direct Log10 -Inf
## 943 Female 75 - 79 TEQ BAU Direct Log10 -Inf
## 944 Male 75 - 79 TEQ BAU Direct Log10 -Inf
## 945 Female 80 - 84 TEQ BAU Direct Log10 -Inf
## 946 Male 80 - 84 TEQ BAU Direct Log10 -Inf
## 947 Female 85+ TEQ BAU Direct Log10 -Inf
## 948 Male 85+ TEQ BAU Direct Log10 -Inf
## 949 Female 0 - 4 Vitamin D BAU Direct Log10 0.403605626
## 950 Male 0 - 4 Vitamin D BAU Direct Log10 0.621442768
## 951 Female 5 - 9 Vitamin D BAU Direct Log10 0.532579329
## 952 Male 5 - 9 Vitamin D BAU Direct Log10 0.724237093
## 953 Female 10 - 14 Vitamin D BAU Direct Log10 0.538079401
## 954 Male 10 - 14 Vitamin D BAU Direct Log10 0.734722309
## 955 Female 15 - 19 Vitamin D BAU Direct Log10 0.538079401
## 956 Male 15 - 19 Vitamin D BAU Direct Log10 0.734722309
## 957 Female 20 - 24 Vitamin D BAU Direct Log10 0.584841621
## 958 Male 20 - 24 Vitamin D BAU Direct Log10 0.786950870
## 959 Female 25 - 29 Vitamin D BAU Direct Log10 0.584841621
## 960 Male 25 - 29 Vitamin D BAU Direct Log10 0.786950870
## 961 Female 30 - 34 Vitamin D BAU Direct Log10 0.584841621
## 962 Male 30 - 34 Vitamin D BAU Direct Log10 0.786950870
## 963 Female 35 - 39 Vitamin D BAU Direct Log10 0.584841621
## 964 Male 35 - 39 Vitamin D BAU Direct Log10 0.786950870
## 965 Female 40 - 44 Vitamin D BAU Direct Log10 0.584841621
## 966 Male 40 - 44 Vitamin D BAU Direct Log10 0.786950870
## 967 Female 45 - 49 Vitamin D BAU Direct Log10 0.584841621
## 968 Male 45 - 49 Vitamin D BAU Direct Log10 0.786950870
## 969 Female 50 - 54 Vitamin D BAU Direct Log10 0.584841621
## 970 Male 50 - 54 Vitamin D BAU Direct Log10 0.786950870
## 971 Female 55 - 59 Vitamin D BAU Direct Log10 0.584841621
## 972 Male 55 - 59 Vitamin D BAU Direct Log10 0.786950870
## 973 Female 60 - 64 Vitamin D BAU Direct Log10 0.584841621
## 974 Male 60 - 64 Vitamin D BAU Direct Log10 0.786950870
## 975 Female 65 - 69 Vitamin D BAU Direct Log10 0.620872866
## 976 Male 65 - 69 Vitamin D BAU Direct Log10 0.823438715
## 977 Female 70 - 74 Vitamin D BAU Direct Log10 0.620872866
## 978 Male 70 - 74 Vitamin D BAU Direct Log10 0.823438715
## 979 Female 75 - 79 Vitamin D BAU Direct Log10 0.620872866
## 980 Male 75 - 79 Vitamin D BAU Direct Log10 0.823438715
## 981 Female 80 - 84 Vitamin D BAU Direct Log10 0.620872866
## 982 Male 80 - 84 Vitamin D BAU Direct Log10 0.823438715
## 983 Female 85+ Vitamin D BAU Direct Log10 0.620872866
## 984 Male 85+ Vitamin D BAU Direct Log10 0.823438715
## 985 Female 0 - 4 ALA No exposure Direct Log10 -Inf
## 986 Male 0 - 4 ALA No exposure Direct Log10 -Inf
## 987 Female 5 - 9 ALA No exposure Direct Log10 -Inf
## 988 Male 5 - 9 ALA No exposure Direct Log10 -Inf
## 989 Female 10 - 14 ALA No exposure Direct Log10 -Inf
## 990 Male 10 - 14 ALA No exposure Direct Log10 -Inf
## 991 Female 15 - 19 ALA No exposure Direct Log10 -Inf
## 992 Male 15 - 19 ALA No exposure Direct Log10 -Inf
## 993 Female 20 - 24 ALA No exposure Direct Log10 -Inf
## 994 Male 20 - 24 ALA No exposure Direct Log10 -Inf
## 995 Female 25 - 29 ALA No exposure Direct Log10 -Inf
## 996 Male 25 - 29 ALA No exposure Direct Log10 -Inf
## 997 Female 30 - 34 ALA No exposure Direct Log10 -Inf
## 998 Male 30 - 34 ALA No exposure Direct Log10 -Inf
## 999 Female 35 - 39 ALA No exposure Direct Log10 -Inf
## 1000 Male 35 - 39 ALA No exposure Direct Log10 -Infoprint(summary(ERF,"mean"))## Exposure_agent Response ER_function Scaling Observation
## 1 Fish All-cause mortality RR None ERF
## 2 Omega3 Breast cancer RR None ERF
## 3 Fish Depression RR None ERF
## 4 DHA Loss in child's IQ points ERS None ERF
## 5 MeHg Loss in child's IQ points ERS None ERF
## 6 TEQ Sperm concentration ERS None ERF
## 7 TEQ Yes or no dental defect ERS None ERF
## 8 Omega3 CHD2 mortality Relative Hill None ERF
## 9 Vitamin D Vitamin D recommendation Step None ERF
## 10 PFAS Immunosuppression ERS BW ERF
## 11 TEQ Cancer morbidity yearly CSF BW ERF
## 12 Fish All-cause mortality RR None Threshold
## 13 Omega3 Breast cancer RR None Threshold
## 14 Fish Depression RR None Threshold
## 15 DHA Loss in child's IQ points ERS None Threshold
## 16 MeHg Loss in child's IQ points ERS None Threshold
## 17 TEQ Sperm concentration ERS None Threshold
## 18 TEQ Yes or no dental defect ERS None Threshold
## 19 Omega3 CHD2 mortality Relative Hill None Threshold
## 20 Vitamin D Vitamin D recommendation Step None Threshold
## 21 PFAS Immunosuppression ERS BW Threshold
## 22 TEQ Cancer morbidity yearly CSF BW Threshold
## mean
## 1 9.978458e-01
## 2 9.994699e-01
## 3 9.946192e-01
## 4 -1.299228e-03
## 5 6.909310e-01
## 6 6.012854e-05
## 7 1.419532e-03
## 8 -1.710534e-01
## 9 1.000000e+02
## 10 2.270000e-02
## 11 9.869689e-06
## 12 0.000000e+00
## 13 0.000000e+00
## 14 0.000000e+00
## 15 0.000000e+00
## 16 0.000000e+00
## 17 0.000000e+00
## 18 0.000000e+00
## 19 4.700000e+01
## 20 1.000000e+01
## 21 0.000000e+00
## 22 0.000000e+00oprint(summary(expo_dir,"mean"))## Gender Age Exposure_agent Exposcen mean
## 1 Female 0 - 4 ALA BAU 17.7342504
## 2 Male 0 - 4 ALA BAU 23.9933976
## 3 Female 5 - 9 ALA BAU 35.7175196
## 4 Male 5 - 9 ALA BAU 48.3237031
## 5 Female 10 - 14 ALA BAU 56.0995219
## 6 Male 10 - 14 ALA BAU 75.8993532
## 7 Female 15 - 19 ALA BAU 56.0995219
## 8 Male 15 - 19 ALA BAU 75.8993532
## 9 Female 20 - 24 ALA BAU 111.1417651
## 10 Male 20 - 24 ALA BAU 150.3682705
## 11 Female 25 - 29 ALA BAU 111.1417651
## 12 Male 25 - 29 ALA BAU 150.3682705
## 13 Female 30 - 34 ALA BAU 111.1417651
## 14 Male 30 - 34 ALA BAU 150.3682705
## 15 Female 35 - 39 ALA BAU 111.1417651
## 16 Male 35 - 39 ALA BAU 150.3682705
## 17 Female 40 - 44 ALA BAU 111.1417651
## 18 Male 40 - 44 ALA BAU 150.3682705
## 19 Female 45 - 49 ALA BAU 111.1417651
## 20 Male 45 - 49 ALA BAU 150.3682705
## 21 Female 50 - 54 ALA BAU 111.1417651
## 22 Male 50 - 54 ALA BAU 150.3682705
## 23 Female 55 - 59 ALA BAU 111.1417651
## 24 Male 55 - 59 ALA BAU 150.3682705
## 25 Female 60 - 64 ALA BAU 111.1417651
## 26 Male 60 - 64 ALA BAU 150.3682705
## 27 Female 65 - 69 ALA BAU 161.4844243
## 28 Male 65 - 69 ALA BAU 218.4789270
## 29 Female 70 - 74 ALA BAU 161.4844243
## 30 Male 70 - 74 ALA BAU 218.4789270
## 31 Female 75 - 79 ALA BAU 161.4844243
## 32 Male 75 - 79 ALA BAU 218.4789270
## 33 Female 80 - 84 ALA BAU 161.4844243
## 34 Male 80 - 84 ALA BAU 218.4789270
## 35 Female 85+ ALA BAU 161.4844243
## 36 Male 85+ ALA BAU 218.4789270
## 37 Female 0 - 4 DHA BAU 52.4936850
## 38 Male 0 - 4 DHA BAU 72.4665032
## 39 Female 5 - 9 DHA BAU 88.5314994
## 40 Male 5 - 9 DHA BAU 121.2235463
## 41 Female 10 - 14 DHA BAU 97.7663261
## 42 Male 10 - 14 DHA BAU 133.7177235
## 43 Female 15 - 19 DHA BAU 97.7663261
## 44 Male 15 - 19 DHA BAU 133.7177235
## 45 Female 20 - 24 DHA BAU 159.9657841
## 46 Male 20 - 24 DHA BAU 217.8699313
## 47 Female 25 - 29 DHA BAU 159.9657841
## 48 Male 25 - 29 DHA BAU 217.8699313
## 49 Female 30 - 34 DHA BAU 159.9657841
## 50 Male 30 - 34 DHA BAU 217.8699313
## 51 Female 35 - 39 DHA BAU 159.9657841
## 52 Male 35 - 39 DHA BAU 217.8699313
## 53 Female 40 - 44 DHA BAU 159.9657841
## 54 Male 40 - 44 DHA BAU 217.8699313
## 55 Female 45 - 49 DHA BAU 159.9657841
## 56 Male 45 - 49 DHA BAU 217.8699313
## 57 Female 50 - 54 DHA BAU 159.9657841
## 58 Male 50 - 54 DHA BAU 217.8699313
## 59 Female 55 - 59 DHA BAU 159.9657841
## 60 Male 55 - 59 DHA BAU 217.8699313
## 61 Female 60 - 64 DHA BAU 159.9657841
## 62 Male 60 - 64 DHA BAU 217.8699313
## 63 Female 65 - 69 DHA BAU 221.0948876
## 64 Male 65 - 69 DHA BAU 300.5740126
## 65 Female 70 - 74 DHA BAU 221.0948876
## 66 Male 70 - 74 DHA BAU 300.5740126
## 67 Female 75 - 79 DHA BAU 221.0948876
## 68 Male 75 - 79 DHA BAU 300.5740126
## 69 Female 80 - 84 DHA BAU 221.0948876
## 70 Male 80 - 84 DHA BAU 300.5740126
## 71 Female 85+ DHA BAU 221.0948876
## 72 Male 85+ DHA BAU 300.5740126
## 73 Female 0 - 4 EPA BAU 30.3422879
## 74 Male 0 - 4 EPA BAU 43.1933720
## 75 Female 5 - 9 EPA BAU 30.3422879
## 76 Male 5 - 9 EPA BAU 43.1933720
## 77 Female 10 - 14 EPA BAU 30.3422879
## 78 Male 10 - 14 EPA BAU 43.1933720
## 79 Female 15 - 19 EPA BAU 30.3422879
## 80 Male 15 - 19 EPA BAU 43.1933720
## 81 Female 20 - 24 EPA BAU 30.3422879
## 82 Male 20 - 24 EPA BAU 43.1933720
## 83 Female 25 - 29 EPA BAU 30.3422879
## 84 Male 25 - 29 EPA BAU 43.1933720
## 85 Female 30 - 34 EPA BAU 30.3422879
## 86 Male 30 - 34 EPA BAU 43.1933720
## 87 Female 35 - 39 EPA BAU 30.3422879
## 88 Male 35 - 39 EPA BAU 43.1933720
## 89 Female 40 - 44 EPA BAU 30.3422879
## 90 Male 40 - 44 EPA BAU 43.1933720
## 91 Female 45 - 49 EPA BAU 30.3422879
## 92 Male 45 - 49 EPA BAU 43.1933720
## 93 Female 50 - 54 EPA BAU 30.3422879
## 94 Male 50 - 54 EPA BAU 43.1933720
## 95 Female 55 - 59 EPA BAU 30.3422879
## 96 Male 55 - 59 EPA BAU 43.1933720
## 97 Female 60 - 64 EPA BAU 30.3422879
## 98 Male 60 - 64 EPA BAU 43.1933720
## 99 Female 65 - 69 EPA BAU 30.3422879
## 100 Male 65 - 69 EPA BAU 43.1933720
## 101 Female 70 - 74 EPA BAU 30.3422879
## 102 Male 70 - 74 EPA BAU 43.1933720
## 103 Female 75 - 79 EPA BAU 30.3422879
## 104 Male 75 - 79 EPA BAU 43.1933720
## 105 Female 80 - 84 EPA BAU 30.3422879
## 106 Male 80 - 84 EPA BAU 43.1933720
## 107 Female 85+ EPA BAU 30.3422879
## 108 Male 85+ EPA BAU 43.1933720
## 109 Female 0 - 4 Fish BAU 5.4524467
## 110 Male 0 - 4 Fish BAU 7.3768396
## 111 Female 5 - 9 Fish BAU 16.9334620
## 112 Male 5 - 9 Fish BAU 22.9099780
## 113 Female 10 - 14 Fish BAU 16.0714787
## 114 Male 10 - 14 Fish BAU 21.7437654
## 115 Female 15 - 19 Fish BAU 16.0714787
## 116 Male 15 - 19 Fish BAU 21.7437654
## 117 Female 20 - 24 Fish BAU 29.1661506
## 118 Male 20 - 24 Fish BAU 39.4600862
## 119 Female 25 - 29 Fish BAU 29.1661506
## 120 Male 25 - 29 Fish BAU 39.4600862
## 121 Female 30 - 34 Fish BAU 29.1661506
## 122 Male 30 - 34 Fish BAU 39.4600862
## 123 Female 35 - 39 Fish BAU 29.1661506
## 124 Male 35 - 39 Fish BAU 39.4600862
## 125 Female 40 - 44 Fish BAU 29.1661506
## 126 Male 40 - 44 Fish BAU 39.4600862
## 127 Female 45 - 49 Fish BAU 29.1661506
## 128 Male 45 - 49 Fish BAU 39.4600862
## 129 Female 50 - 54 Fish BAU 29.1661506
## 130 Male 50 - 54 Fish BAU 39.4600862
## 131 Female 55 - 59 Fish BAU 29.1661506
## 132 Male 55 - 59 Fish BAU 39.4600862
## 133 Female 60 - 64 Fish BAU 29.1661506
## 134 Male 60 - 64 Fish BAU 39.4600862
## 135 Female 65 - 69 Fish BAU 41.0147493
## 136 Male 65 - 69 Fish BAU 55.4905431
## 137 Female 70 - 74 Fish BAU 41.0147493
## 138 Male 70 - 74 Fish BAU 55.4905431
## 139 Female 75 - 79 Fish BAU 41.0147493
## 140 Male 75 - 79 Fish BAU 55.4905431
## 141 Female 80 - 84 Fish BAU 41.0147493
## 142 Male 80 - 84 Fish BAU 55.4905431
## 143 Female 85+ Fish BAU 41.0147493
## 144 Male 85+ Fish BAU 55.4905431
## 145 Female 0 - 4 MeHg BAU 0.5053429
## 146 Male 0 - 4 MeHg BAU 0.6836992
## 147 Female 5 - 9 MeHg BAU 1.1706333
## 148 Male 5 - 9 MeHg BAU 1.5837980
## 149 Female 10 - 14 MeHg BAU 1.5256793
## 150 Male 10 - 14 MeHg BAU 2.0641543
## 151 Female 15 - 19 MeHg BAU 1.5256793
## 152 Male 15 - 19 MeHg BAU 2.0641543
## 153 Female 20 - 24 MeHg BAU 3.1650828
## 154 Male 20 - 24 MeHg BAU 4.2821709
## 155 Female 25 - 29 MeHg BAU 3.1650828
## 156 Male 25 - 29 MeHg BAU 4.2821709
## 157 Female 30 - 34 MeHg BAU 3.1650828
## 158 Male 30 - 34 MeHg BAU 4.2821709
## 159 Female 35 - 39 MeHg BAU 3.1650828
## 160 Male 35 - 39 MeHg BAU 4.2821709
## 161 Female 40 - 44 MeHg BAU 3.1650828
## 162 Male 40 - 44 MeHg BAU 4.2821709
## 163 Female 45 - 49 MeHg BAU 3.1650828
## 164 Male 45 - 49 MeHg BAU 4.2821709
## 165 Female 50 - 54 MeHg BAU 3.1650828
## 166 Male 50 - 54 MeHg BAU 4.2821709
## 167 Female 55 - 59 MeHg BAU 3.1650828
## 168 Male 55 - 59 MeHg BAU 4.2821709
## 169 Female 60 - 64 MeHg BAU 3.1650828
## 170 Male 60 - 64 MeHg BAU 4.2821709
## 171 Female 65 - 69 MeHg BAU 4.4872205
## 172 Male 65 - 69 MeHg BAU 6.0709453
## 173 Female 70 - 74 MeHg BAU 4.4872205
## 174 Male 70 - 74 MeHg BAU 6.0709453
## 175 Female 75 - 79 MeHg BAU 4.4872205
## 176 Male 75 - 79 MeHg BAU 6.0709453
## 177 Female 80 - 84 MeHg BAU 4.4872205
## 178 Male 80 - 84 MeHg BAU 6.0709453
## 179 Female 85+ MeHg BAU 4.4872205
## 180 Male 85+ MeHg BAU 6.0709453
## 181 Female 0 - 4 Omega3 BAU 127.3752830
## 182 Male 0 - 4 Omega3 BAU 180.0439999
## 183 Female 5 - 9 Omega3 BAU 235.9203004
## 184 Male 5 - 9 Omega3 BAU 326.8990235
## 185 Female 10 - 14 Omega3 BAU 272.8626138
## 186 Male 10 - 14 Omega3 BAU 376.8798004
## 187 Female 15 - 19 Omega3 BAU 272.8626138
## 188 Male 15 - 19 Omega3 BAU 376.8798004
## 189 Female 20 - 24 Omega3 BAU 474.6092784
## 190 Male 20 - 24 Omega3 BAU 649.8311701
## 191 Female 25 - 29 Omega3 BAU 474.6092784
## 192 Male 25 - 29 Omega3 BAU 649.8311701
## 193 Female 30 - 34 Omega3 BAU 474.6092784
## 194 Male 30 - 34 Omega3 BAU 649.8311701
## 195 Female 35 - 39 Omega3 BAU 474.6092784
## 196 Male 35 - 39 Omega3 BAU 649.8311701
## 197 Female 40 - 44 Omega3 BAU 474.6092784
## 198 Male 40 - 44 Omega3 BAU 649.8311701
## 199 Female 45 - 49 Omega3 BAU 474.6092784
## 200 Male 45 - 49 Omega3 BAU 649.8311701
## 201 Female 50 - 54 Omega3 BAU 474.6092784
## 202 Male 50 - 54 Omega3 BAU 649.8311701
## 203 Female 55 - 59 Omega3 BAU 474.6092784
## 204 Male 55 - 59 Omega3 BAU 649.8311701
## 205 Female 60 - 64 Omega3 BAU 474.6092784
## 206 Male 60 - 64 Omega3 BAU 649.8311701
## 207 Female 65 - 69 Omega3 BAU 686.5017548
## 208 Male 65 - 69 Omega3 BAU 936.5092264
## 209 Female 70 - 74 Omega3 BAU 686.5017548
## 210 Male 70 - 74 Omega3 BAU 936.5092264
## 211 Female 75 - 79 Omega3 BAU 686.5017548
## 212 Male 75 - 79 Omega3 BAU 936.5092264
## 213 Female 80 - 84 Omega3 BAU 686.5017548
## 214 Male 80 - 84 Omega3 BAU 936.5092264
## 215 Female 85+ Omega3 BAU 686.5017548
## 216 Male 85+ Omega3 BAU 936.5092264
## 217 Female 0 - 4 PFAS BAU 47.9305196
## 218 Male 0 - 4 PFAS BAU 64.8471736
## 219 Female 5 - 9 PFAS BAU 137.4349731
## 220 Male 5 - 9 PFAS BAU 185.9414342
## 221 Female 10 - 14 PFAS BAU 128.9542383
## 222 Male 10 - 14 PFAS BAU 174.4674989
## 223 Female 15 - 19 PFAS BAU 128.9542383
## 224 Male 15 - 19 PFAS BAU 174.4674989
## 225 Female 20 - 24 PFAS BAU 263.2233048
## 226 Male 20 - 24 PFAS BAU 356.1256477
## 227 Female 25 - 29 PFAS BAU 263.2233048
## 228 Male 25 - 29 PFAS BAU 356.1256477
## 229 Female 30 - 34 PFAS BAU 263.2233048
## 230 Male 30 - 34 PFAS BAU 356.1256477
## 231 Female 35 - 39 PFAS BAU 263.2233048
## 232 Male 35 - 39 PFAS BAU 356.1256477
## 233 Female 40 - 44 PFAS BAU 263.2233048
## 234 Male 40 - 44 PFAS BAU 356.1256477
## 235 Female 45 - 49 PFAS BAU 263.2233048
## 236 Male 45 - 49 PFAS BAU 356.1256477
## 237 Female 50 - 54 PFAS BAU 263.2233048
## 238 Male 50 - 54 PFAS BAU 356.1256477
## 239 Female 55 - 59 PFAS BAU 263.2233048
## 240 Male 55 - 59 PFAS BAU 356.1256477
## 241 Female 60 - 64 PFAS BAU 263.2233048
## 242 Male 60 - 64 PFAS BAU 356.1256477
## 243 Female 65 - 69 PFAS BAU 330.4818326
## 244 Male 65 - 69 PFAS BAU 447.1224793
## 245 Female 70 - 74 PFAS BAU 330.4818326
## 246 Male 70 - 74 PFAS BAU 447.1224793
## 247 Female 75 - 79 PFAS BAU 330.4818326
## 248 Male 75 - 79 PFAS BAU 447.1224793
## 249 Female 80 - 84 PFAS BAU 330.4818326
## 250 Male 80 - 84 PFAS BAU 447.1224793
## 251 Female 85+ PFAS BAU 330.4818326
## 252 Male 85+ PFAS BAU 447.1224793
## 253 Female 0 - 4 TEQ BAU 52.0527811
## 254 Male 0 - 4 TEQ BAU 70.4243509
## 255 Female 5 - 9 TEQ BAU 131.7186565
## 256 Male 5 - 9 TEQ BAU 178.2075941
## 257 Female 10 - 14 TEQ BAU 158.1145491
## 258 Male 10 - 14 TEQ BAU 213.9196841
## 259 Female 15 - 19 TEQ BAU 158.1145491
## 260 Male 15 - 19 TEQ BAU 213.9196841
## 261 Female 20 - 24 TEQ BAU 312.6237885
## 262 Male 20 - 24 TEQ BAU 422.9615963
## 263 Female 25 - 29 TEQ BAU 312.6237885
## 264 Male 25 - 29 TEQ BAU 422.9615963
## 265 Female 30 - 34 TEQ BAU 312.6237885
## 266 Male 30 - 34 TEQ BAU 422.9615963
## 267 Female 35 - 39 TEQ BAU 312.6237885
## 268 Male 35 - 39 TEQ BAU 422.9615963
## 269 Female 40 - 44 TEQ BAU 312.6237885
## 270 Male 40 - 44 TEQ BAU 422.9615963
## 271 Female 45 - 49 TEQ BAU 312.6237885
## 272 Male 45 - 49 TEQ BAU 422.9615963
## 273 Female 50 - 54 TEQ BAU 312.6237885
## 274 Male 50 - 54 TEQ BAU 422.9615963
## 275 Female 55 - 59 TEQ BAU 312.6237885
## 276 Male 55 - 59 TEQ BAU 422.9615963
## 277 Female 60 - 64 TEQ BAU 312.6237885
## 278 Male 60 - 64 TEQ BAU 422.9615963
## 279 Female 65 - 69 TEQ BAU 437.8751725
## 280 Male 65 - 69 TEQ BAU 592.4193510
## 281 Female 70 - 74 TEQ BAU 437.8751725
## 282 Male 70 - 74 TEQ BAU 592.4193510
## 283 Female 75 - 79 TEQ BAU 437.8751725
## 284 Male 75 - 79 TEQ BAU 592.4193510
## 285 Female 80 - 84 TEQ BAU 437.8751725
## 286 Male 80 - 84 TEQ BAU 592.4193510
## 287 Female 85+ TEQ BAU 437.8751725
## 288 Male 85+ TEQ BAU 592.4193510
## 289 Female 0 - 4 Vitamin D BAU 3.2981419
## 290 Male 0 - 4 Vitamin D BAU 5.2510643
## 291 Female 5 - 9 Vitamin D BAU 4.4753682
## 292 Male 5 - 9 Vitamin D BAU 6.8437823
## 293 Female 10 - 14 Vitamin D BAU 4.2663758
## 294 Male 10 - 14 Vitamin D BAU 6.5610278
## 295 Female 15 - 19 Vitamin D BAU 4.2663758
## 296 Male 15 - 19 Vitamin D BAU 6.5610278
## 297 Female 20 - 24 Vitamin D BAU 5.5195370
## 298 Male 20 - 24 Vitamin D BAU 8.2564812
## 299 Female 25 - 29 Vitamin D BAU 5.5195370
## 300 Male 25 - 29 Vitamin D BAU 8.2564812
## 301 Female 30 - 34 Vitamin D BAU 5.5195370
## 302 Male 30 - 34 Vitamin D BAU 8.2564812
## 303 Female 35 - 39 Vitamin D BAU 5.5195370
## 304 Male 35 - 39 Vitamin D BAU 8.2564812
## 305 Female 40 - 44 Vitamin D BAU 5.5195370
## 306 Male 40 - 44 Vitamin D BAU 8.2564812
## 307 Female 45 - 49 Vitamin D BAU 5.5195370
## 308 Male 45 - 49 Vitamin D BAU 8.2564812
## 309 Female 50 - 54 Vitamin D BAU 5.5195370
## 310 Male 50 - 54 Vitamin D BAU 8.2564812
## 311 Female 55 - 59 Vitamin D BAU 5.5195370
## 312 Male 55 - 59 Vitamin D BAU 8.2564812
## 313 Female 60 - 64 Vitamin D BAU 5.5195370
## 314 Male 60 - 64 Vitamin D BAU 8.2564812
## 315 Female 65 - 69 Vitamin D BAU 6.7022497
## 316 Male 65 - 69 Vitamin D BAU 9.8566219
## 317 Female 70 - 74 Vitamin D BAU 6.7022497
## 318 Male 70 - 74 Vitamin D BAU 9.8566219
## 319 Female 75 - 79 Vitamin D BAU 6.7022497
## 320 Male 75 - 79 Vitamin D BAU 9.8566219
## 321 Female 80 - 84 Vitamin D BAU 6.7022497
## 322 Male 80 - 84 Vitamin D BAU 9.8566219
## 323 Female 85+ Vitamin D BAU 6.7022497
## 324 Male 85+ Vitamin D BAU 9.8566219
## 325 Female 0 - 4 ALA No exposure 0.0000000
## 326 Male 0 - 4 ALA No exposure 0.0000000
## 327 Female 5 - 9 ALA No exposure 0.0000000
## 328 Male 5 - 9 ALA No exposure 0.0000000
## 329 Female 10 - 14 ALA No exposure 0.0000000
## 330 Male 10 - 14 ALA No exposure 0.0000000
## 331 Female 15 - 19 ALA No exposure 0.0000000
## 332 Male 15 - 19 ALA No exposure 0.0000000
## 333 Female 20 - 24 ALA No exposure 0.0000000
## 334 Male 20 - 24 ALA No exposure 0.0000000
## 335 Female 25 - 29 ALA No exposure 0.0000000
## 336 Male 25 - 29 ALA No exposure 0.0000000
## 337 Female 30 - 34 ALA No exposure 0.0000000
## 338 Male 30 - 34 ALA No exposure 0.0000000
## 339 Female 35 - 39 ALA No exposure 0.0000000
## 340 Male 35 - 39 ALA No exposure 0.0000000
## 341 Female 40 - 44 ALA No exposure 0.0000000
## 342 Male 40 - 44 ALA No exposure 0.0000000
## 343 Female 45 - 49 ALA No exposure 0.0000000
## 344 Male 45 - 49 ALA No exposure 0.0000000
## 345 Female 50 - 54 ALA No exposure 0.0000000
## 346 Male 50 - 54 ALA No exposure 0.0000000
## 347 Female 55 - 59 ALA No exposure 0.0000000
## 348 Male 55 - 59 ALA No exposure 0.0000000
## 349 Female 60 - 64 ALA No exposure 0.0000000
## 350 Male 60 - 64 ALA No exposure 0.0000000
## 351 Female 65 - 69 ALA No exposure 0.0000000
## 352 Male 65 - 69 ALA No exposure 0.0000000
## 353 Female 70 - 74 ALA No exposure 0.0000000
## 354 Male 70 - 74 ALA No exposure 0.0000000
## 355 Female 75 - 79 ALA No exposure 0.0000000
## 356 Male 75 - 79 ALA No exposure 0.0000000
## 357 Female 80 - 84 ALA No exposure 0.0000000
## 358 Male 80 - 84 ALA No exposure 0.0000000
## 359 Female 85+ ALA No exposure 0.0000000
## 360 Male 85+ ALA No exposure 0.0000000
## 361 Female 0 - 4 DHA No exposure 30.6406419
## 362 Male 0 - 4 DHA No exposure 42.9006214
## 363 Female 5 - 9 DHA No exposure 30.6406419
## 364 Male 5 - 9 DHA No exposure 42.9006214
## 365 Female 10 - 14 DHA No exposure 30.6406419
## 366 Male 10 - 14 DHA No exposure 42.9006214
## 367 Female 15 - 19 DHA No exposure 30.6406419
## 368 Male 15 - 19 DHA No exposure 42.9006214
## 369 Female 20 - 24 DHA No exposure 30.6406419
## 370 Male 20 - 24 DHA No exposure 42.9006214
## 371 Female 25 - 29 DHA No exposure 30.6406419
## 372 Male 25 - 29 DHA No exposure 42.9006214
## 373 Female 30 - 34 DHA No exposure 30.6406419
## 374 Male 30 - 34 DHA No exposure 42.9006214
## 375 Female 35 - 39 DHA No exposure 30.6406419
## 376 Male 35 - 39 DHA No exposure 42.9006214
## 377 Female 40 - 44 DHA No exposure 30.6406419
## 378 Male 40 - 44 DHA No exposure 42.9006214
## 379 Female 45 - 49 DHA No exposure 30.6406419
## 380 Male 45 - 49 DHA No exposure 42.9006214
## 381 Female 50 - 54 DHA No exposure 30.6406419
## 382 Male 50 - 54 DHA No exposure 42.9006214
## 383 Female 55 - 59 DHA No exposure 30.6406419
## 384 Male 55 - 59 DHA No exposure 42.9006214
## 385 Female 60 - 64 DHA No exposure 30.6406419
## 386 Male 60 - 64 DHA No exposure 42.9006214
## 387 Female 65 - 69 DHA No exposure 30.6406419
## 388 Male 65 - 69 DHA No exposure 42.9006214
## 389 Female 70 - 74 DHA No exposure 30.6406419
## 390 Male 70 - 74 DHA No exposure 42.9006214
## 391 Female 75 - 79 DHA No exposure 30.6406419
## 392 Male 75 - 79 DHA No exposure 42.9006214
## 393 Female 80 - 84 DHA No exposure 30.6406419
## 394 Male 80 - 84 DHA No exposure 42.9006214
## 395 Female 85+ DHA No exposure 30.6406419
## 396 Male 85+ DHA No exposure 42.9006214
## 397 Female 0 - 4 EPA No exposure 30.3422879
## 398 Male 0 - 4 EPA No exposure 43.1933720
## 399 Female 5 - 9 EPA No exposure 30.3422879
## 400 Male 5 - 9 EPA No exposure 43.1933720
## 401 Female 10 - 14 EPA No exposure 30.3422879
## 402 Male 10 - 14 EPA No exposure 43.1933720
## 403 Female 15 - 19 EPA No exposure 30.3422879
## 404 Male 15 - 19 EPA No exposure 43.1933720
## 405 Female 20 - 24 EPA No exposure 30.3422879
## 406 Male 20 - 24 EPA No exposure 43.1933720
## 407 Female 25 - 29 EPA No exposure 30.3422879
## 408 Male 25 - 29 EPA No exposure 43.1933720
## 409 Female 30 - 34 EPA No exposure 30.3422879
## 410 Male 30 - 34 EPA No exposure 43.1933720
## 411 Female 35 - 39 EPA No exposure 30.3422879
## 412 Male 35 - 39 EPA No exposure 43.1933720
## 413 Female 40 - 44 EPA No exposure 30.3422879
## 414 Male 40 - 44 EPA No exposure 43.1933720
## 415 Female 45 - 49 EPA No exposure 30.3422879
## 416 Male 45 - 49 EPA No exposure 43.1933720
## 417 Female 50 - 54 EPA No exposure 30.3422879
## 418 Male 50 - 54 EPA No exposure 43.1933720
## 419 Female 55 - 59 EPA No exposure 30.3422879
## 420 Male 55 - 59 EPA No exposure 43.1933720
## 421 Female 60 - 64 EPA No exposure 30.3422879
## 422 Male 60 - 64 EPA No exposure 43.1933720
## 423 Female 65 - 69 EPA No exposure 30.3422879
## 424 Male 65 - 69 EPA No exposure 43.1933720
## 425 Female 70 - 74 EPA No exposure 30.3422879
## 426 Male 70 - 74 EPA No exposure 43.1933720
## 427 Female 75 - 79 EPA No exposure 30.3422879
## 428 Male 75 - 79 EPA No exposure 43.1933720
## 429 Female 80 - 84 EPA No exposure 30.3422879
## 430 Male 80 - 84 EPA No exposure 43.1933720
## 431 Female 85+ EPA No exposure 30.3422879
## 432 Male 85+ EPA No exposure 43.1933720
## 433 Female 0 - 4 Fish No exposure 0.0000000
## 434 Male 0 - 4 Fish No exposure 0.0000000
## 435 Female 5 - 9 Fish No exposure 0.0000000
## 436 Male 5 - 9 Fish No exposure 0.0000000
## 437 Female 10 - 14 Fish No exposure 0.0000000
## 438 Male 10 - 14 Fish No exposure 0.0000000
## 439 Female 15 - 19 Fish No exposure 0.0000000
## 440 Male 15 - 19 Fish No exposure 0.0000000
## 441 Female 20 - 24 Fish No exposure 0.0000000
## 442 Male 20 - 24 Fish No exposure 0.0000000
## 443 Female 25 - 29 Fish No exposure 0.0000000
## 444 Male 25 - 29 Fish No exposure 0.0000000
## 445 Female 30 - 34 Fish No exposure 0.0000000
## 446 Male 30 - 34 Fish No exposure 0.0000000
## 447 Female 35 - 39 Fish No exposure 0.0000000
## 448 Male 35 - 39 Fish No exposure 0.0000000
## 449 Female 40 - 44 Fish No exposure 0.0000000
## 450 Male 40 - 44 Fish No exposure 0.0000000
## 451 Female 45 - 49 Fish No exposure 0.0000000
## 452 Male 45 - 49 Fish No exposure 0.0000000
## 453 Female 50 - 54 Fish No exposure 0.0000000
## 454 Male 50 - 54 Fish No exposure 0.0000000
## 455 Female 55 - 59 Fish No exposure 0.0000000
## 456 Male 55 - 59 Fish No exposure 0.0000000
## 457 Female 60 - 64 Fish No exposure 0.0000000
## 458 Male 60 - 64 Fish No exposure 0.0000000
## 459 Female 65 - 69 Fish No exposure 0.0000000
## 460 Male 65 - 69 Fish No exposure 0.0000000
## 461 Female 70 - 74 Fish No exposure 0.0000000
## 462 Male 70 - 74 Fish No exposure 0.0000000
## 463 Female 75 - 79 Fish No exposure 0.0000000
## 464 Male 75 - 79 Fish No exposure 0.0000000
## 465 Female 80 - 84 Fish No exposure 0.0000000
## 466 Male 80 - 84 Fish No exposure 0.0000000
## 467 Female 85+ Fish No exposure 0.0000000
## 468 Male 85+ Fish No exposure 0.0000000
## 469 Female 0 - 4 MeHg No exposure 0.0000000
## 470 Male 0 - 4 MeHg No exposure 0.0000000
## 471 Female 5 - 9 MeHg No exposure 0.0000000
## 472 Male 5 - 9 MeHg No exposure 0.0000000
## 473 Female 10 - 14 MeHg No exposure 0.0000000
## 474 Male 10 - 14 MeHg No exposure 0.0000000
## 475 Female 15 - 19 MeHg No exposure 0.0000000
## 476 Male 15 - 19 MeHg No exposure 0.0000000
## 477 Female 20 - 24 MeHg No exposure 0.0000000
## 478 Male 20 - 24 MeHg No exposure 0.0000000
## 479 Female 25 - 29 MeHg No exposure 0.0000000
## 480 Male 25 - 29 MeHg No exposure 0.0000000
## 481 Female 30 - 34 MeHg No exposure 0.0000000
## 482 Male 30 - 34 MeHg No exposure 0.0000000
## 483 Female 35 - 39 MeHg No exposure 0.0000000
## 484 Male 35 - 39 MeHg No exposure 0.0000000
## 485 Female 40 - 44 MeHg No exposure 0.0000000
## 486 Male 40 - 44 MeHg No exposure 0.0000000
## 487 Female 45 - 49 MeHg No exposure 0.0000000
## 488 Male 45 - 49 MeHg No exposure 0.0000000
## 489 Female 50 - 54 MeHg No exposure 0.0000000
## 490 Male 50 - 54 MeHg No exposure 0.0000000
## 491 Female 55 - 59 MeHg No exposure 0.0000000
## 492 Male 55 - 59 MeHg No exposure 0.0000000
## 493 Female 60 - 64 MeHg No exposure 0.0000000
## 494 Male 60 - 64 MeHg No exposure 0.0000000
## 495 Female 65 - 69 MeHg No exposure 0.0000000
## 496 Male 65 - 69 MeHg No exposure 0.0000000
## 497 Female 70 - 74 MeHg No exposure 0.0000000
## 498 Male 70 - 74 MeHg No exposure 0.0000000
## 499 Female 75 - 79 MeHg No exposure 0.0000000
## 500 Male 75 - 79 MeHg No exposure 0.0000000
## 501 Female 80 - 84 MeHg No exposure 0.0000000
## 502 Male 80 - 84 MeHg No exposure 0.0000000
## 503 Female 85+ MeHg No exposure 0.0000000
## 504 Male 85+ MeHg No exposure 0.0000000
## 505 Female 0 - 4 Omega3 No exposure 58.4009844
## 506 Male 0 - 4 Omega3 No exposure 86.7258312
## 507 Female 5 - 9 Omega3 No exposure 58.4009844
## 508 Male 5 - 9 Omega3 No exposure 86.7258312
## 509 Female 10 - 14 Omega3 No exposure 58.4009844
## 510 Male 10 - 14 Omega3 No exposure 86.7258312
## 511 Female 15 - 19 Omega3 No exposure 58.4009844
## 512 Male 15 - 19 Omega3 No exposure 86.7258312
## 513 Female 20 - 24 Omega3 No exposure 58.4009844
## 514 Male 20 - 24 Omega3 No exposure 86.7258312
## 515 Female 25 - 29 Omega3 No exposure 58.4009844
## 516 Male 25 - 29 Omega3 No exposure 86.7258312
## 517 Female 30 - 34 Omega3 No exposure 58.4009844
## 518 Male 30 - 34 Omega3 No exposure 86.7258312
## 519 Female 35 - 39 Omega3 No exposure 58.4009844
## 520 Male 35 - 39 Omega3 No exposure 86.7258312
## 521 Female 40 - 44 Omega3 No exposure 58.4009844
## 522 Male 40 - 44 Omega3 No exposure 86.7258312
## 523 Female 45 - 49 Omega3 No exposure 58.4009844
## 524 Male 45 - 49 Omega3 No exposure 86.7258312
## 525 Female 50 - 54 Omega3 No exposure 58.4009844
## 526 Male 50 - 54 Omega3 No exposure 86.7258312
## 527 Female 55 - 59 Omega3 No exposure 58.4009844
## 528 Male 55 - 59 Omega3 No exposure 86.7258312
## 529 Female 60 - 64 Omega3 No exposure 58.4009844
## 530 Male 60 - 64 Omega3 No exposure 86.7258312
## 531 Female 65 - 69 Omega3 No exposure 58.4009844
## 532 Male 65 - 69 Omega3 No exposure 86.7258312
## 533 Female 70 - 74 Omega3 No exposure 58.4009844
## 534 Male 70 - 74 Omega3 No exposure 86.7258312
## 535 Female 75 - 79 Omega3 No exposure 58.4009844
## 536 Male 75 - 79 Omega3 No exposure 86.7258312
## 537 Female 80 - 84 Omega3 No exposure 58.4009844
## 538 Male 80 - 84 Omega3 No exposure 86.7258312
## 539 Female 85+ Omega3 No exposure 58.4009844
## 540 Male 85+ Omega3 No exposure 86.7258312
## 541 Female 0 - 4 PFAS No exposure 0.0000000
## 542 Male 0 - 4 PFAS No exposure 0.0000000
## 543 Female 5 - 9 PFAS No exposure 0.0000000
## 544 Male 5 - 9 PFAS No exposure 0.0000000
## 545 Female 10 - 14 PFAS No exposure 0.0000000
## 546 Male 10 - 14 PFAS No exposure 0.0000000
## 547 Female 15 - 19 PFAS No exposure 0.0000000
## 548 Male 15 - 19 PFAS No exposure 0.0000000
## 549 Female 20 - 24 PFAS No exposure 0.0000000
## 550 Male 20 - 24 PFAS No exposure 0.0000000
## 551 Female 25 - 29 PFAS No exposure 0.0000000
## 552 Male 25 - 29 PFAS No exposure 0.0000000
## 553 Female 30 - 34 PFAS No exposure 0.0000000
## 554 Male 30 - 34 PFAS No exposure 0.0000000
## 555 Female 35 - 39 PFAS No exposure 0.0000000
## 556 Male 35 - 39 PFAS No exposure 0.0000000
## 557 Female 40 - 44 PFAS No exposure 0.0000000
## 558 Male 40 - 44 PFAS No exposure 0.0000000
## 559 Female 45 - 49 PFAS No exposure 0.0000000
## 560 Male 45 - 49 PFAS No exposure 0.0000000
## 561 Female 50 - 54 PFAS No exposure 0.0000000
## 562 Male 50 - 54 PFAS No exposure 0.0000000
## 563 Female 55 - 59 PFAS No exposure 0.0000000
## 564 Male 55 - 59 PFAS No exposure 0.0000000
## 565 Female 60 - 64 PFAS No exposure 0.0000000
## 566 Male 60 - 64 PFAS No exposure 0.0000000
## 567 Female 65 - 69 PFAS No exposure 0.0000000
## 568 Male 65 - 69 PFAS No exposure 0.0000000
## 569 Female 70 - 74 PFAS No exposure 0.0000000
## 570 Male 70 - 74 PFAS No exposure 0.0000000
## 571 Female 75 - 79 PFAS No exposure 0.0000000
## 572 Male 75 - 79 PFAS No exposure 0.0000000
## 573 Female 80 - 84 PFAS No exposure 0.0000000
## 574 Male 80 - 84 PFAS No exposure 0.0000000
## 575 Female 85+ PFAS No exposure 0.0000000
## 576 Male 85+ PFAS No exposure 0.0000000
## 577 Female 0 - 4 TEQ No exposure 0.0000000
## 578 Male 0 - 4 TEQ No exposure 0.0000000
## 579 Female 5 - 9 TEQ No exposure 0.0000000
## 580 Male 5 - 9 TEQ No exposure 0.0000000
## 581 Female 10 - 14 TEQ No exposure 0.0000000
## 582 Male 10 - 14 TEQ No exposure 0.0000000
## 583 Female 15 - 19 TEQ No exposure 0.0000000
## 584 Male 15 - 19 TEQ No exposure 0.0000000
## 585 Female 20 - 24 TEQ No exposure 0.0000000
## 586 Male 20 - 24 TEQ No exposure 0.0000000
## 587 Female 25 - 29 TEQ No exposure 0.0000000
## 588 Male 25 - 29 TEQ No exposure 0.0000000
## 589 Female 30 - 34 TEQ No exposure 0.0000000
## 590 Male 30 - 34 TEQ No exposure 0.0000000
## 591 Female 35 - 39 TEQ No exposure 0.0000000
## 592 Male 35 - 39 TEQ No exposure 0.0000000
## 593 Female 40 - 44 TEQ No exposure 0.0000000
## 594 Male 40 - 44 TEQ No exposure 0.0000000
## 595 Female 45 - 49 TEQ No exposure 0.0000000
## 596 Male 45 - 49 TEQ No exposure 0.0000000
## 597 Female 50 - 54 TEQ No exposure 0.0000000
## 598 Male 50 - 54 TEQ No exposure 0.0000000
## 599 Female 55 - 59 TEQ No exposure 0.0000000
## 600 Male 55 - 59 TEQ No exposure 0.0000000
## 601 Female 60 - 64 TEQ No exposure 0.0000000
## 602 Male 60 - 64 TEQ No exposure 0.0000000
## 603 Female 65 - 69 TEQ No exposure 0.0000000
## 604 Male 65 - 69 TEQ No exposure 0.0000000
## 605 Female 70 - 74 TEQ No exposure 0.0000000
## 606 Male 70 - 74 TEQ No exposure 0.0000000
## 607 Female 75 - 79 TEQ No exposure 0.0000000
## 608 Male 75 - 79 TEQ No exposure 0.0000000
## 609 Female 80 - 84 TEQ No exposure 0.0000000
## 610 Male 80 - 84 TEQ No exposure 0.0000000
## 611 Female 85+ TEQ No exposure 0.0000000
## 612 Male 85+ TEQ No exposure 0.0000000
## 613 Female 0 - 4 Vitamin D No exposure 2.7970259
## 614 Male 0 - 4 Vitamin D No exposure 4.5730839
## 615 Female 5 - 9 Vitamin D No exposure 2.7970259
## 616 Male 5 - 9 Vitamin D No exposure 4.5730839
## 617 Female 10 - 14 Vitamin D No exposure 2.7970259
## 618 Male 10 - 14 Vitamin D No exposure 4.5730839
## 619 Female 15 - 19 Vitamin D No exposure 2.7970259
## 620 Male 15 - 19 Vitamin D No exposure 4.5730839
## 621 Female 20 - 24 Vitamin D No exposure 2.7970259
## 622 Male 20 - 24 Vitamin D No exposure 4.5730839
## 623 Female 25 - 29 Vitamin D No exposure 2.7970259
## 624 Male 25 - 29 Vitamin D No exposure 4.5730839
## 625 Female 30 - 34 Vitamin D No exposure 2.7970259
## 626 Male 30 - 34 Vitamin D No exposure 4.5730839
## 627 Female 35 - 39 Vitamin D No exposure 2.7970259
## 628 Male 35 - 39 Vitamin D No exposure 4.5730839
## 629 Female 40 - 44 Vitamin D No exposure 2.7970259
## 630 Male 40 - 44 Vitamin D No exposure 4.5730839
## 631 Female 45 - 49 Vitamin D No exposure 2.7970259
## 632 Male 45 - 49 Vitamin D No exposure 4.5730839
## 633 Female 50 - 54 Vitamin D No exposure 2.7970259
## 634 Male 50 - 54 Vitamin D No exposure 4.5730839
## 635 Female 55 - 59 Vitamin D No exposure 2.7970259
## 636 Male 55 - 59 Vitamin D No exposure 4.5730839
## 637 Female 60 - 64 Vitamin D No exposure 2.7970259
## 638 Male 60 - 64 Vitamin D No exposure 4.5730839
## 639 Female 65 - 69 Vitamin D No exposure 2.7970259
## 640 Male 65 - 69 Vitamin D No exposure 4.5730839
## 641 Female 70 - 74 Vitamin D No exposure 2.7970259
## 642 Male 70 - 74 Vitamin D No exposure 4.5730839
## 643 Female 75 - 79 Vitamin D No exposure 2.7970259
## 644 Male 75 - 79 Vitamin D No exposure 4.5730839
## 645 Female 80 - 84 Vitamin D No exposure 2.7970259
## 646 Male 80 - 84 Vitamin D No exposure 4.5730839
## 647 Female 85+ Vitamin D No exposure 2.7970259
## 648 Male 85+ Vitamin D No exposure 4.5730839oprint(summary(expo_dir,marginals="Exposure_agent"))## Exposure_agent mean sd min Q0.025 median
## 1 ALA 64.488524 203.456201 0.000000000 0.0000000 0.000000
## 2 DHA 112.920722 206.382528 0.213247631 3.3546913 46.551108
## 3 EPA 36.767830 22.671969 0.002693937 1.8780524 36.694868
## 4 Fish 17.062025 43.326933 0.000000000 0.0000000 0.000000
## 5 MeHg 1.818601 5.681178 0.000000000 0.0000000 0.000000
## 6 Omega3 319.680904 686.314975 0.118920873 4.5644871 92.614324
## 7 PFAS 145.904996 493.248926 0.000000000 0.0000000 0.000000
## 8 TEQ 179.836291 487.182332 0.000000000 0.0000000 0.000000
## 9 Vitamin D 5.291162 4.878667 0.004623220 0.2641597 4.360894
## Q0.975 max
## 1 795.55331 2412.57674
## 2 786.52948 3017.60560
## 3 80.87455 84.65833
## 4 140.92018 650.93505
## 5 19.81276 80.89837
## 6 2576.64409 11013.40416
## 7 1273.59145 11244.50771
## 8 1784.57446 5249.50910
## 9 17.51824 88.33753oprint(summary(expo_indir,"mean"))## Gender Age Exposure_agent Exposcen Exposure mean
## 1 Female 0 - 4 MeHg BAU To child 0.1011920
## 2 Male 0 - 4 MeHg BAU To child 0.1369068
## 3 Female 5 - 9 MeHg BAU To child 0.2344125
## 4 Male 5 - 9 MeHg BAU To child 0.3171464
## 5 Female 10 - 14 MeHg BAU To child 0.3055084
## 6 Male 10 - 14 MeHg BAU To child 0.4133349
## 7 Female 15 - 19 MeHg BAU To child 0.3055084
## 8 Male 15 - 19 MeHg BAU To child 0.4133349
## 9 Female 20 - 24 MeHg BAU To child 0.6337895
## 10 Male 20 - 24 MeHg BAU To child 0.8574799
## 11 Female 25 - 29 MeHg BAU To child 0.6337895
## 12 Male 25 - 29 MeHg BAU To child 0.8574799
## 13 Female 30 - 34 MeHg BAU To child 0.6337895
## 14 Male 30 - 34 MeHg BAU To child 0.8574799
## 15 Female 35 - 39 MeHg BAU To child 0.6337895
## 16 Male 35 - 39 MeHg BAU To child 0.8574799
## 17 Female 40 - 44 MeHg BAU To child 0.6337895
## 18 Male 40 - 44 MeHg BAU To child 0.8574799
## 19 Female 45 - 49 MeHg BAU To child 0.6337895
## 20 Male 45 - 49 MeHg BAU To child 0.8574799
## 21 Female 50 - 54 MeHg BAU To child 0.6337895
## 22 Male 50 - 54 MeHg BAU To child 0.8574799
## 23 Female 55 - 59 MeHg BAU To child 0.6337895
## 24 Male 55 - 59 MeHg BAU To child 0.8574799
## 25 Female 60 - 64 MeHg BAU To child 0.6337895
## 26 Male 60 - 64 MeHg BAU To child 0.8574799
## 27 Female 65 - 69 MeHg BAU To child 0.8985399
## 28 Male 65 - 69 MeHg BAU To child 1.2156716
## 29 Female 70 - 74 MeHg BAU To child 0.8985399
## 30 Male 70 - 74 MeHg BAU To child 1.2156716
## 31 Female 75 - 79 MeHg BAU To child 0.8985399
## 32 Male 75 - 79 MeHg BAU To child 1.2156716
## 33 Female 80 - 84 MeHg BAU To child 0.8985399
## 34 Male 80 - 84 MeHg BAU To child 1.2156716
## 35 Female 85+ MeHg BAU To child 0.8985399
## 36 Male 85+ MeHg BAU To child 1.2156716
## 37 Female 0 - 4 PFAS BAU To child 2.7258922
## 38 Male 0 - 4 PFAS BAU To child 3.6879717
## 39 Female 5 - 9 PFAS BAU To child 8.1422045
## 40 Male 5 - 9 PFAS BAU To child 11.0159238
## 41 Female 10 - 14 PFAS BAU To child 8.0751743
## 42 Male 10 - 14 PFAS BAU To child 10.9252358
## 43 Female 15 - 19 PFAS BAU To child 8.0751743
## 44 Male 15 - 19 PFAS BAU To child 10.9252358
## 45 Female 20 - 24 PFAS BAU To child 16.3916432
## 46 Male 20 - 24 PFAS BAU To child 22.1769290
## 47 Female 25 - 29 PFAS BAU To child 16.3916432
## 48 Male 25 - 29 PFAS BAU To child 22.1769290
## 49 Female 30 - 34 PFAS BAU To child 16.3916432
## 50 Male 30 - 34 PFAS BAU To child 22.1769290
## 51 Female 35 - 39 PFAS BAU To child 16.3916432
## 52 Male 35 - 39 PFAS BAU To child 22.1769290
## 53 Female 40 - 44 PFAS BAU To child 16.3916432
## 54 Male 40 - 44 PFAS BAU To child 22.1769290
## 55 Female 45 - 49 PFAS BAU To child 16.3916432
## 56 Male 45 - 49 PFAS BAU To child 22.1769290
## 57 Female 50 - 54 PFAS BAU To child 16.3916432
## 58 Male 50 - 54 PFAS BAU To child 22.1769290
## 59 Female 55 - 59 PFAS BAU To child 16.3916432
## 60 Male 55 - 59 PFAS BAU To child 22.1769290
## 61 Female 60 - 64 PFAS BAU To child 16.3916432
## 62 Male 60 - 64 PFAS BAU To child 22.1769290
## 63 Female 65 - 69 PFAS BAU To child 20.0635193
## 64 Male 65 - 69 PFAS BAU To child 27.1447614
## 65 Female 70 - 74 PFAS BAU To child 20.0635193
## 66 Male 70 - 74 PFAS BAU To child 27.1447614
## 67 Female 75 - 79 PFAS BAU To child 20.0635193
## 68 Male 75 - 79 PFAS BAU To child 27.1447614
## 69 Female 80 - 84 PFAS BAU To child 20.0635193
## 70 Male 80 - 84 PFAS BAU To child 27.1447614
## 71 Female 85+ PFAS BAU To child 20.0635193
## 72 Male 85+ PFAS BAU To child 27.1447614
## 73 Female 0 - 4 TEQ BAU To child 2.1028920
## 74 Male 0 - 4 TEQ BAU To child 2.8450892
## 75 Female 5 - 9 TEQ BAU To child 5.1583649
## 76 Male 5 - 9 TEQ BAU To child 6.9789643
## 77 Female 10 - 14 TEQ BAU To child 6.2979642
## 78 Male 10 - 14 TEQ BAU To child 8.5207751
## 79 Female 15 - 19 TEQ BAU To child 6.2979642
## 80 Male 15 - 19 TEQ BAU To child 8.5207751
## 81 Female 20 - 24 TEQ BAU To child 12.1246605
## 82 Male 20 - 24 TEQ BAU To child 16.4039524
## 83 Female 25 - 29 TEQ BAU To child 12.1246605
## 84 Male 25 - 29 TEQ BAU To child 16.4039524
## 85 Female 30 - 34 TEQ BAU To child 12.1246605
## 86 Male 30 - 34 TEQ BAU To child 16.4039524
## 87 Female 35 - 39 TEQ BAU To child 12.1246605
## 88 Male 35 - 39 TEQ BAU To child 16.4039524
## 89 Female 40 - 44 TEQ BAU To child 12.1246605
## 90 Male 40 - 44 TEQ BAU To child 16.4039524
## 91 Female 45 - 49 TEQ BAU To child 12.1246605
## 92 Male 45 - 49 TEQ BAU To child 16.4039524
## 93 Female 50 - 54 TEQ BAU To child 12.1246605
## 94 Male 50 - 54 TEQ BAU To child 16.4039524
## 95 Female 55 - 59 TEQ BAU To child 12.1246605
## 96 Male 55 - 59 TEQ BAU To child 16.4039524
## 97 Female 60 - 64 TEQ BAU To child 12.1246605
## 98 Male 60 - 64 TEQ BAU To child 16.4039524
## 99 Female 65 - 69 TEQ BAU To child 17.0862246
## 100 Male 65 - 69 TEQ BAU To child 23.1166568
## 101 Female 70 - 74 TEQ BAU To child 17.0862246
## 102 Male 70 - 74 TEQ BAU To child 23.1166568
## 103 Female 75 - 79 TEQ BAU To child 17.0862246
## 104 Male 75 - 79 TEQ BAU To child 23.1166568
## 105 Female 80 - 84 TEQ BAU To child 17.0862246
## 106 Male 80 - 84 TEQ BAU To child 23.1166568
## 107 Female 85+ TEQ BAU To child 17.0862246
## 108 Male 85+ TEQ BAU To child 23.1166568
## 109 Female 0 - 4 MeHg No exposure To child 0.0000000
## 110 Male 0 - 4 MeHg No exposure To child 0.0000000
## 111 Female 5 - 9 MeHg No exposure To child 0.0000000
## 112 Male 5 - 9 MeHg No exposure To child 0.0000000
## 113 Female 10 - 14 MeHg No exposure To child 0.0000000
## 114 Male 10 - 14 MeHg No exposure To child 0.0000000
## 115 Female 15 - 19 MeHg No exposure To child 0.0000000
## 116 Male 15 - 19 MeHg No exposure To child 0.0000000
## 117 Female 20 - 24 MeHg No exposure To child 0.0000000
## 118 Male 20 - 24 MeHg No exposure To child 0.0000000
## 119 Female 25 - 29 MeHg No exposure To child 0.0000000
## 120 Male 25 - 29 MeHg No exposure To child 0.0000000
## 121 Female 30 - 34 MeHg No exposure To child 0.0000000
## 122 Male 30 - 34 MeHg No exposure To child 0.0000000
## 123 Female 35 - 39 MeHg No exposure To child 0.0000000
## 124 Male 35 - 39 MeHg No exposure To child 0.0000000
## 125 Female 40 - 44 MeHg No exposure To child 0.0000000
## 126 Male 40 - 44 MeHg No exposure To child 0.0000000
## 127 Female 45 - 49 MeHg No exposure To child 0.0000000
## 128 Male 45 - 49 MeHg No exposure To child 0.0000000
## 129 Female 50 - 54 MeHg No exposure To child 0.0000000
## 130 Male 50 - 54 MeHg No exposure To child 0.0000000
## 131 Female 55 - 59 MeHg No exposure To child 0.0000000
## 132 Male 55 - 59 MeHg No exposure To child 0.0000000
## 133 Female 60 - 64 MeHg No exposure To child 0.0000000
## 134 Male 60 - 64 MeHg No exposure To child 0.0000000
## 135 Female 65 - 69 MeHg No exposure To child 0.0000000
## 136 Male 65 - 69 MeHg No exposure To child 0.0000000
## 137 Female 70 - 74 MeHg No exposure To child 0.0000000
## 138 Male 70 - 74 MeHg No exposure To child 0.0000000
## 139 Female 75 - 79 MeHg No exposure To child 0.0000000
## 140 Male 75 - 79 MeHg No exposure To child 0.0000000
## 141 Female 80 - 84 MeHg No exposure To child 0.0000000
## 142 Male 80 - 84 MeHg No exposure To child 0.0000000
## 143 Female 85+ MeHg No exposure To child 0.0000000
## 144 Male 85+ MeHg No exposure To child 0.0000000
## 145 Female 0 - 4 PFAS No exposure To child 0.0000000
## 146 Male 0 - 4 PFAS No exposure To child 0.0000000
## 147 Female 5 - 9 PFAS No exposure To child 0.0000000
## 148 Male 5 - 9 PFAS No exposure To child 0.0000000
## 149 Female 10 - 14 PFAS No exposure To child 0.0000000
## 150 Male 10 - 14 PFAS No exposure To child 0.0000000
## 151 Female 15 - 19 PFAS No exposure To child 0.0000000
## 152 Male 15 - 19 PFAS No exposure To child 0.0000000
## 153 Female 20 - 24 PFAS No exposure To child 0.0000000
## 154 Male 20 - 24 PFAS No exposure To child 0.0000000
## 155 Female 25 - 29 PFAS No exposure To child 0.0000000
## 156 Male 25 - 29 PFAS No exposure To child 0.0000000
## 157 Female 30 - 34 PFAS No exposure To child 0.0000000
## 158 Male 30 - 34 PFAS No exposure To child 0.0000000
## 159 Female 35 - 39 PFAS No exposure To child 0.0000000
## 160 Male 35 - 39 PFAS No exposure To child 0.0000000
## 161 Female 40 - 44 PFAS No exposure To child 0.0000000
## 162 Male 40 - 44 PFAS No exposure To child 0.0000000
## 163 Female 45 - 49 PFAS No exposure To child 0.0000000
## 164 Male 45 - 49 PFAS No exposure To child 0.0000000
## 165 Female 50 - 54 PFAS No exposure To child 0.0000000
## 166 Male 50 - 54 PFAS No exposure To child 0.0000000
## 167 Female 55 - 59 PFAS No exposure To child 0.0000000
## 168 Male 55 - 59 PFAS No exposure To child 0.0000000
## 169 Female 60 - 64 PFAS No exposure To child 0.0000000
## 170 Male 60 - 64 PFAS No exposure To child 0.0000000
## 171 Female 65 - 69 PFAS No exposure To child 0.0000000
## 172 Male 65 - 69 PFAS No exposure To child 0.0000000
## 173 Female 70 - 74 PFAS No exposure To child 0.0000000
## 174 Male 70 - 74 PFAS No exposure To child 0.0000000
## 175 Female 75 - 79 PFAS No exposure To child 0.0000000
## 176 Male 75 - 79 PFAS No exposure To child 0.0000000
## 177 Female 80 - 84 PFAS No exposure To child 0.0000000
## 178 Male 80 - 84 PFAS No exposure To child 0.0000000
## 179 Female 85+ PFAS No exposure To child 0.0000000
## 180 Male 85+ PFAS No exposure To child 0.0000000
## 181 Female 0 - 4 TEQ No exposure To child 0.0000000
## 182 Male 0 - 4 TEQ No exposure To child 0.0000000
## 183 Female 5 - 9 TEQ No exposure To child 0.0000000
## 184 Male 5 - 9 TEQ No exposure To child 0.0000000
## 185 Female 10 - 14 TEQ No exposure To child 0.0000000
## 186 Male 10 - 14 TEQ No exposure To child 0.0000000
## 187 Female 15 - 19 TEQ No exposure To child 0.0000000
## 188 Male 15 - 19 TEQ No exposure To child 0.0000000
## 189 Female 20 - 24 TEQ No exposure To child 0.0000000
## 190 Male 20 - 24 TEQ No exposure To child 0.0000000
## 191 Female 25 - 29 TEQ No exposure To child 0.0000000
## 192 Male 25 - 29 TEQ No exposure To child 0.0000000
## 193 Female 30 - 34 TEQ No exposure To child 0.0000000
## 194 Male 30 - 34 TEQ No exposure To child 0.0000000
## 195 Female 35 - 39 TEQ No exposure To child 0.0000000
## 196 Male 35 - 39 TEQ No exposure To child 0.0000000
## 197 Female 40 - 44 TEQ No exposure To child 0.0000000
## 198 Male 40 - 44 TEQ No exposure To child 0.0000000
## 199 Female 45 - 49 TEQ No exposure To child 0.0000000
## 200 Male 45 - 49 TEQ No exposure To child 0.0000000
## 201 Female 50 - 54 TEQ No exposure To child 0.0000000
## 202 Male 50 - 54 TEQ No exposure To child 0.0000000
## 203 Female 55 - 59 TEQ No exposure To child 0.0000000
## 204 Male 55 - 59 TEQ No exposure To child 0.0000000
## 205 Female 60 - 64 TEQ No exposure To child 0.0000000
## 206 Male 60 - 64 TEQ No exposure To child 0.0000000
## 207 Female 65 - 69 TEQ No exposure To child 0.0000000
## 208 Male 65 - 69 TEQ No exposure To child 0.0000000
## 209 Female 70 - 74 TEQ No exposure To child 0.0000000
## 210 Male 70 - 74 TEQ No exposure To child 0.0000000
## 211 Female 75 - 79 TEQ No exposure To child 0.0000000
## 212 Male 75 - 79 TEQ No exposure To child 0.0000000
## 213 Female 80 - 84 TEQ No exposure To child 0.0000000
## 214 Male 80 - 84 TEQ No exposure To child 0.0000000
## 215 Female 85+ TEQ No exposure To child 0.0000000
## 216 Male 85+ TEQ No exposure To child 0.0000000oprint(summary(exposure,"mean"))## Gender Age Exposure_agent Exposcen Exposure mean
## 1 Female 0 - 4 ALA BAU Direct 17.7342504
## 2 Male 0 - 4 ALA BAU Direct 23.9933976
## 3 Female 5 - 9 ALA BAU Direct 35.7175196
## 4 Male 5 - 9 ALA BAU Direct 48.3237031
## 5 Female 10 - 14 ALA BAU Direct 56.0995219
## 6 Male 10 - 14 ALA BAU Direct 75.8993532
## 7 Female 15 - 19 ALA BAU Direct 56.0995219
## 8 Male 15 - 19 ALA BAU Direct 75.8993532
## 9 Female 20 - 24 ALA BAU Direct 111.1417651
## 10 Male 20 - 24 ALA BAU Direct 150.3682705
## 11 Female 25 - 29 ALA BAU Direct 111.1417651
## 12 Male 25 - 29 ALA BAU Direct 150.3682705
## 13 Female 30 - 34 ALA BAU Direct 111.1417651
## 14 Male 30 - 34 ALA BAU Direct 150.3682705
## 15 Female 35 - 39 ALA BAU Direct 111.1417651
## 16 Male 35 - 39 ALA BAU Direct 150.3682705
## 17 Female 40 - 44 ALA BAU Direct 111.1417651
## 18 Male 40 - 44 ALA BAU Direct 150.3682705
## 19 Female 45 - 49 ALA BAU Direct 111.1417651
## 20 Male 45 - 49 ALA BAU Direct 150.3682705
## 21 Female 50 - 54 ALA BAU Direct 111.1417651
## 22 Male 50 - 54 ALA BAU Direct 150.3682705
## 23 Female 55 - 59 ALA BAU Direct 111.1417651
## 24 Male 55 - 59 ALA BAU Direct 150.3682705
## 25 Female 60 - 64 ALA BAU Direct 111.1417651
## 26 Male 60 - 64 ALA BAU Direct 150.3682705
## 27 Female 65 - 69 ALA BAU Direct 161.4844243
## 28 Male 65 - 69 ALA BAU Direct 218.4789270
## 29 Female 70 - 74 ALA BAU Direct 161.4844243
## 30 Male 70 - 74 ALA BAU Direct 218.4789270
## 31 Female 75 - 79 ALA BAU Direct 161.4844243
## 32 Male 75 - 79 ALA BAU Direct 218.4789270
## 33 Female 80 - 84 ALA BAU Direct 161.4844243
## 34 Male 80 - 84 ALA BAU Direct 218.4789270
## 35 Female 85+ ALA BAU Direct 161.4844243
## 36 Male 85+ ALA BAU Direct 218.4789270
## 37 Female 0 - 4 DHA BAU Direct 52.4936850
## 38 Male 0 - 4 DHA BAU Direct 72.4665032
## 39 Female 5 - 9 DHA BAU Direct 88.5314994
## 40 Male 5 - 9 DHA BAU Direct 121.2235463
## 41 Female 10 - 14 DHA BAU Direct 97.7663261
## 42 Male 10 - 14 DHA BAU Direct 133.7177235
## 43 Female 15 - 19 DHA BAU Direct 97.7663261
## 44 Male 15 - 19 DHA BAU Direct 133.7177235
## 45 Female 20 - 24 DHA BAU Direct 159.9657841
## 46 Male 20 - 24 DHA BAU Direct 217.8699313
## 47 Female 25 - 29 DHA BAU Direct 159.9657841
## 48 Male 25 - 29 DHA BAU Direct 217.8699313
## 49 Female 30 - 34 DHA BAU Direct 159.9657841
## 50 Male 30 - 34 DHA BAU Direct 217.8699313
## 51 Female 35 - 39 DHA BAU Direct 159.9657841
## 52 Male 35 - 39 DHA BAU Direct 217.8699313
## 53 Female 40 - 44 DHA BAU Direct 159.9657841
## 54 Male 40 - 44 DHA BAU Direct 217.8699313
## 55 Female 45 - 49 DHA BAU Direct 159.9657841
## 56 Male 45 - 49 DHA BAU Direct 217.8699313
## 57 Female 50 - 54 DHA BAU Direct 159.9657841
## 58 Male 50 - 54 DHA BAU Direct 217.8699313
## 59 Female 55 - 59 DHA BAU Direct 159.9657841
## 60 Male 55 - 59 DHA BAU Direct 217.8699313
## 61 Female 60 - 64 DHA BAU Direct 159.9657841
## 62 Male 60 - 64 DHA BAU Direct 217.8699313
## 63 Female 65 - 69 DHA BAU Direct 221.0948876
## 64 Male 65 - 69 DHA BAU Direct 300.5740126
## 65 Female 70 - 74 DHA BAU Direct 221.0948876
## 66 Male 70 - 74 DHA BAU Direct 300.5740126
## 67 Female 75 - 79 DHA BAU Direct 221.0948876
## 68 Male 75 - 79 DHA BAU Direct 300.5740126
## 69 Female 80 - 84 DHA BAU Direct 221.0948876
## 70 Male 80 - 84 DHA BAU Direct 300.5740126
## 71 Female 85+ DHA BAU Direct 221.0948876
## 72 Male 85+ DHA BAU Direct 300.5740126
## 73 Female 0 - 4 EPA BAU Direct 30.3422879
## 74 Male 0 - 4 EPA BAU Direct 43.1933720
## 75 Female 5 - 9 EPA BAU Direct 30.3422879
## 76 Male 5 - 9 EPA BAU Direct 43.1933720
## 77 Female 10 - 14 EPA BAU Direct 30.3422879
## 78 Male 10 - 14 EPA BAU Direct 43.1933720
## 79 Female 15 - 19 EPA BAU Direct 30.3422879
## 80 Male 15 - 19 EPA BAU Direct 43.1933720
## 81 Female 20 - 24 EPA BAU Direct 30.3422879
## 82 Male 20 - 24 EPA BAU Direct 43.1933720
## 83 Female 25 - 29 EPA BAU Direct 30.3422879
## 84 Male 25 - 29 EPA BAU Direct 43.1933720
## 85 Female 30 - 34 EPA BAU Direct 30.3422879
## 86 Male 30 - 34 EPA BAU Direct 43.1933720
## 87 Female 35 - 39 EPA BAU Direct 30.3422879
## 88 Male 35 - 39 EPA BAU Direct 43.1933720
## 89 Female 40 - 44 EPA BAU Direct 30.3422879
## 90 Male 40 - 44 EPA BAU Direct 43.1933720
## 91 Female 45 - 49 EPA BAU Direct 30.3422879
## 92 Male 45 - 49 EPA BAU Direct 43.1933720
## 93 Female 50 - 54 EPA BAU Direct 30.3422879
## 94 Male 50 - 54 EPA BAU Direct 43.1933720
## 95 Female 55 - 59 EPA BAU Direct 30.3422879
## 96 Male 55 - 59 EPA BAU Direct 43.1933720
## 97 Female 60 - 64 EPA BAU Direct 30.3422879
## 98 Male 60 - 64 EPA BAU Direct 43.1933720
## 99 Female 65 - 69 EPA BAU Direct 30.3422879
## 100 Male 65 - 69 EPA BAU Direct 43.1933720
## 101 Female 70 - 74 EPA BAU Direct 30.3422879
## 102 Male 70 - 74 EPA BAU Direct 43.1933720
## 103 Female 75 - 79 EPA BAU Direct 30.3422879
## 104 Male 75 - 79 EPA BAU Direct 43.1933720
## 105 Female 80 - 84 EPA BAU Direct 30.3422879
## 106 Male 80 - 84 EPA BAU Direct 43.1933720
## 107 Female 85+ EPA BAU Direct 30.3422879
## 108 Male 85+ EPA BAU Direct 43.1933720
## 109 Female 0 - 4 Fish BAU Direct 5.4524467
## 110 Male 0 - 4 Fish BAU Direct 7.3768396
## 111 Female 5 - 9 Fish BAU Direct 16.9334620
## 112 Male 5 - 9 Fish BAU Direct 22.9099780
## 113 Female 10 - 14 Fish BAU Direct 16.0714787
## 114 Male 10 - 14 Fish BAU Direct 21.7437654
## 115 Female 15 - 19 Fish BAU Direct 16.0714787
## 116 Male 15 - 19 Fish BAU Direct 21.7437654
## 117 Female 20 - 24 Fish BAU Direct 29.1661506
## 118 Male 20 - 24 Fish BAU Direct 39.4600862
## 119 Female 25 - 29 Fish BAU Direct 29.1661506
## 120 Male 25 - 29 Fish BAU Direct 39.4600862
## 121 Female 30 - 34 Fish BAU Direct 29.1661506
## 122 Male 30 - 34 Fish BAU Direct 39.4600862
## 123 Female 35 - 39 Fish BAU Direct 29.1661506
## 124 Male 35 - 39 Fish BAU Direct 39.4600862
## 125 Female 40 - 44 Fish BAU Direct 29.1661506
## 126 Male 40 - 44 Fish BAU Direct 39.4600862
## 127 Female 45 - 49 Fish BAU Direct 29.1661506
## 128 Male 45 - 49 Fish BAU Direct 39.4600862
## 129 Female 50 - 54 Fish BAU Direct 29.1661506
## 130 Male 50 - 54 Fish BAU Direct 39.4600862
## 131 Female 55 - 59 Fish BAU Direct 29.1661506
## 132 Male 55 - 59 Fish BAU Direct 39.4600862
## 133 Female 60 - 64 Fish BAU Direct 29.1661506
## 134 Male 60 - 64 Fish BAU Direct 39.4600862
## 135 Female 65 - 69 Fish BAU Direct 41.0147493
## 136 Male 65 - 69 Fish BAU Direct 55.4905431
## 137 Female 70 - 74 Fish BAU Direct 41.0147493
## 138 Male 70 - 74 Fish BAU Direct 55.4905431
## 139 Female 75 - 79 Fish BAU Direct 41.0147493
## 140 Male 75 - 79 Fish BAU Direct 55.4905431
## 141 Female 80 - 84 Fish BAU Direct 41.0147493
## 142 Male 80 - 84 Fish BAU Direct 55.4905431
## 143 Female 85+ Fish BAU Direct 41.0147493
## 144 Male 85+ Fish BAU Direct 55.4905431
## 145 Female 0 - 4 MeHg BAU Direct 0.5053429
## 146 Male 0 - 4 MeHg BAU Direct 0.6836992
## 147 Female 5 - 9 MeHg BAU Direct 1.1706333
## 148 Male 5 - 9 MeHg BAU Direct 1.5837980
## 149 Female 10 - 14 MeHg BAU Direct 1.5256793
## 150 Male 10 - 14 MeHg BAU Direct 2.0641543
## 151 Female 15 - 19 MeHg BAU Direct 1.5256793
## 152 Male 15 - 19 MeHg BAU Direct 2.0641543
## 153 Female 20 - 24 MeHg BAU Direct 3.1650828
## 154 Male 20 - 24 MeHg BAU Direct 4.2821709
## 155 Female 25 - 29 MeHg BAU Direct 3.1650828
## 156 Male 25 - 29 MeHg BAU Direct 4.2821709
## 157 Female 30 - 34 MeHg BAU Direct 3.1650828
## 158 Male 30 - 34 MeHg BAU Direct 4.2821709
## 159 Female 35 - 39 MeHg BAU Direct 3.1650828
## 160 Male 35 - 39 MeHg BAU Direct 4.2821709
## 161 Female 40 - 44 MeHg BAU Direct 3.1650828
## 162 Male 40 - 44 MeHg BAU Direct 4.2821709
## 163 Female 45 - 49 MeHg BAU Direct 3.1650828
## 164 Male 45 - 49 MeHg BAU Direct 4.2821709
## 165 Female 50 - 54 MeHg BAU Direct 3.1650828
## 166 Male 50 - 54 MeHg BAU Direct 4.2821709
## 167 Female 55 - 59 MeHg BAU Direct 3.1650828
## 168 Male 55 - 59 MeHg BAU Direct 4.2821709
## 169 Female 60 - 64 MeHg BAU Direct 3.1650828
## 170 Male 60 - 64 MeHg BAU Direct 4.2821709
## 171 Female 65 - 69 MeHg BAU Direct 4.4872205
## 172 Male 65 - 69 MeHg BAU Direct 6.0709453
## 173 Female 70 - 74 MeHg BAU Direct 4.4872205
## 174 Male 70 - 74 MeHg BAU Direct 6.0709453
## 175 Female 75 - 79 MeHg BAU Direct 4.4872205
## 176 Male 75 - 79 MeHg BAU Direct 6.0709453
## 177 Female 80 - 84 MeHg BAU Direct 4.4872205
## 178 Male 80 - 84 MeHg BAU Direct 6.0709453
## 179 Female 85+ MeHg BAU Direct 4.4872205
## 180 Male 85+ MeHg BAU Direct 6.0709453
## 181 Female 0 - 4 Omega3 BAU Direct 127.3752830
## 182 Male 0 - 4 Omega3 BAU Direct 180.0439999
## 183 Female 5 - 9 Omega3 BAU Direct 235.9203004
## 184 Male 5 - 9 Omega3 BAU Direct 326.8990235
## 185 Female 10 - 14 Omega3 BAU Direct 272.8626138
## 186 Male 10 - 14 Omega3 BAU Direct 376.8798004
## 187 Female 15 - 19 Omega3 BAU Direct 272.8626138
## 188 Male 15 - 19 Omega3 BAU Direct 376.8798004
## 189 Female 20 - 24 Omega3 BAU Direct 474.6092784
## 190 Male 20 - 24 Omega3 BAU Direct 649.8311701
## 191 Female 25 - 29 Omega3 BAU Direct 474.6092784
## 192 Male 25 - 29 Omega3 BAU Direct 649.8311701
## 193 Female 30 - 34 Omega3 BAU Direct 474.6092784
## 194 Male 30 - 34 Omega3 BAU Direct 649.8311701
## 195 Female 35 - 39 Omega3 BAU Direct 474.6092784
## 196 Male 35 - 39 Omega3 BAU Direct 649.8311701
## 197 Female 40 - 44 Omega3 BAU Direct 474.6092784
## 198 Male 40 - 44 Omega3 BAU Direct 649.8311701
## 199 Female 45 - 49 Omega3 BAU Direct 474.6092784
## 200 Male 45 - 49 Omega3 BAU Direct 649.8311701
## 201 Female 50 - 54 Omega3 BAU Direct 474.6092784
## 202 Male 50 - 54 Omega3 BAU Direct 649.8311701
## 203 Female 55 - 59 Omega3 BAU Direct 474.6092784
## 204 Male 55 - 59 Omega3 BAU Direct 649.8311701
## 205 Female 60 - 64 Omega3 BAU Direct 474.6092784
## 206 Male 60 - 64 Omega3 BAU Direct 649.8311701
## 207 Female 65 - 69 Omega3 BAU Direct 686.5017548
## 208 Male 65 - 69 Omega3 BAU Direct 936.5092264
## 209 Female 70 - 74 Omega3 BAU Direct 686.5017548
## 210 Male 70 - 74 Omega3 BAU Direct 936.5092264
## 211 Female 75 - 79 Omega3 BAU Direct 686.5017548
## 212 Male 75 - 79 Omega3 BAU Direct 936.5092264
## 213 Female 80 - 84 Omega3 BAU Direct 686.5017548
## 214 Male 80 - 84 Omega3 BAU Direct 936.5092264
## 215 Female 85+ Omega3 BAU Direct 686.5017548
## 216 Male 85+ Omega3 BAU Direct 936.5092264
## 217 Female 0 - 4 PFAS BAU Direct 47.9305196
## 218 Male 0 - 4 PFAS BAU Direct 64.8471736
## 219 Female 5 - 9 PFAS BAU Direct 137.4349731
## 220 Male 5 - 9 PFAS BAU Direct 185.9414342
## 221 Female 10 - 14 PFAS BAU Direct 128.9542383
## 222 Male 10 - 14 PFAS BAU Direct 174.4674989
## 223 Female 15 - 19 PFAS BAU Direct 128.9542383
## 224 Male 15 - 19 PFAS BAU Direct 174.4674989
## 225 Female 20 - 24 PFAS BAU Direct 263.2233048
## 226 Male 20 - 24 PFAS BAU Direct 356.1256477
## 227 Female 25 - 29 PFAS BAU Direct 263.2233048
## 228 Male 25 - 29 PFAS BAU Direct 356.1256477
## 229 Female 30 - 34 PFAS BAU Direct 263.2233048
## 230 Male 30 - 34 PFAS BAU Direct 356.1256477
## 231 Female 35 - 39 PFAS BAU Direct 263.2233048
## 232 Male 35 - 39 PFAS BAU Direct 356.1256477
## 233 Female 40 - 44 PFAS BAU Direct 263.2233048
## 234 Male 40 - 44 PFAS BAU Direct 356.1256477
## 235 Female 45 - 49 PFAS BAU Direct 263.2233048
## 236 Male 45 - 49 PFAS BAU Direct 356.1256477
## 237 Female 50 - 54 PFAS BAU Direct 263.2233048
## 238 Male 50 - 54 PFAS BAU Direct 356.1256477
## 239 Female 55 - 59 PFAS BAU Direct 263.2233048
## 240 Male 55 - 59 PFAS BAU Direct 356.1256477
## 241 Female 60 - 64 PFAS BAU Direct 263.2233048
## 242 Male 60 - 64 PFAS BAU Direct 356.1256477
## 243 Female 65 - 69 PFAS BAU Direct 330.4818326
## 244 Male 65 - 69 PFAS BAU Direct 447.1224793
## 245 Female 70 - 74 PFAS BAU Direct 330.4818326
## 246 Male 70 - 74 PFAS BAU Direct 447.1224793
## 247 Female 75 - 79 PFAS BAU Direct 330.4818326
## 248 Male 75 - 79 PFAS BAU Direct 447.1224793
## 249 Female 80 - 84 PFAS BAU Direct 330.4818326
## 250 Male 80 - 84 PFAS BAU Direct 447.1224793
## 251 Female 85+ PFAS BAU Direct 330.4818326
## 252 Male 85+ PFAS BAU Direct 447.1224793
## 253 Female 0 - 4 TEQ BAU Direct 52.0527811
## 254 Male 0 - 4 TEQ BAU Direct 70.4243509
## 255 Female 5 - 9 TEQ BAU Direct 131.7186565
## 256 Male 5 - 9 TEQ BAU Direct 178.2075941
## 257 Female 10 - 14 TEQ BAU Direct 158.1145491
## 258 Male 10 - 14 TEQ BAU Direct 213.9196841
## 259 Female 15 - 19 TEQ BAU Direct 158.1145491
## 260 Male 15 - 19 TEQ BAU Direct 213.9196841
## 261 Female 20 - 24 TEQ BAU Direct 312.6237885
## 262 Male 20 - 24 TEQ BAU Direct 422.9615963
## 263 Female 25 - 29 TEQ BAU Direct 312.6237885
## 264 Male 25 - 29 TEQ BAU Direct 422.9615963
## 265 Female 30 - 34 TEQ BAU Direct 312.6237885
## 266 Male 30 - 34 TEQ BAU Direct 422.9615963
## 267 Female 35 - 39 TEQ BAU Direct 312.6237885
## 268 Male 35 - 39 TEQ BAU Direct 422.9615963
## 269 Female 40 - 44 TEQ BAU Direct 312.6237885
## 270 Male 40 - 44 TEQ BAU Direct 422.9615963
## 271 Female 45 - 49 TEQ BAU Direct 312.6237885
## 272 Male 45 - 49 TEQ BAU Direct 422.9615963
## 273 Female 50 - 54 TEQ BAU Direct 312.6237885
## 274 Male 50 - 54 TEQ BAU Direct 422.9615963
## 275 Female 55 - 59 TEQ BAU Direct 312.6237885
## 276 Male 55 - 59 TEQ BAU Direct 422.9615963
## 277 Female 60 - 64 TEQ BAU Direct 312.6237885
## 278 Male 60 - 64 TEQ BAU Direct 422.9615963
## 279 Female 65 - 69 TEQ BAU Direct 437.8751725
## 280 Male 65 - 69 TEQ BAU Direct 592.4193510
## 281 Female 70 - 74 TEQ BAU Direct 437.8751725
## 282 Male 70 - 74 TEQ BAU Direct 592.4193510
## 283 Female 75 - 79 TEQ BAU Direct 437.8751725
## 284 Male 75 - 79 TEQ BAU Direct 592.4193510
## 285 Female 80 - 84 TEQ BAU Direct 437.8751725
## 286 Male 80 - 84 TEQ BAU Direct 592.4193510
## 287 Female 85+ TEQ BAU Direct 437.8751725
## 288 Male 85+ TEQ BAU Direct 592.4193510
## 289 Female 0 - 4 Vitamin D BAU Direct 3.2981419
## 290 Male 0 - 4 Vitamin D BAU Direct 5.2510643
## 291 Female 5 - 9 Vitamin D BAU Direct 4.4753682
## 292 Male 5 - 9 Vitamin D BAU Direct 6.8437823
## 293 Female 10 - 14 Vitamin D BAU Direct 4.2663758
## 294 Male 10 - 14 Vitamin D BAU Direct 6.5610278
## 295 Female 15 - 19 Vitamin D BAU Direct 4.2663758
## 296 Male 15 - 19 Vitamin D BAU Direct 6.5610278
## 297 Female 20 - 24 Vitamin D BAU Direct 5.5195370
## 298 Male 20 - 24 Vitamin D BAU Direct 8.2564812
## 299 Female 25 - 29 Vitamin D BAU Direct 5.5195370
## 300 Male 25 - 29 Vitamin D BAU Direct 8.2564812
## 301 Female 30 - 34 Vitamin D BAU Direct 5.5195370
## 302 Male 30 - 34 Vitamin D BAU Direct 8.2564812
## 303 Female 35 - 39 Vitamin D BAU Direct 5.5195370
## 304 Male 35 - 39 Vitamin D BAU Direct 8.2564812
## 305 Female 40 - 44 Vitamin D BAU Direct 5.5195370
## 306 Male 40 - 44 Vitamin D BAU Direct 8.2564812
## 307 Female 45 - 49 Vitamin D BAU Direct 5.5195370
## 308 Male 45 - 49 Vitamin D BAU Direct 8.2564812
## 309 Female 50 - 54 Vitamin D BAU Direct 5.5195370
## 310 Male 50 - 54 Vitamin D BAU Direct 8.2564812
## 311 Female 55 - 59 Vitamin D BAU Direct 5.5195370
## 312 Male 55 - 59 Vitamin D BAU Direct 8.2564812
## 313 Female 60 - 64 Vitamin D BAU Direct 5.5195370
## 314 Male 60 - 64 Vitamin D BAU Direct 8.2564812
## 315 Female 65 - 69 Vitamin D BAU Direct 6.7022497
## 316 Male 65 - 69 Vitamin D BAU Direct 9.8566219
## 317 Female 70 - 74 Vitamin D BAU Direct 6.7022497
## 318 Male 70 - 74 Vitamin D BAU Direct 9.8566219
## 319 Female 75 - 79 Vitamin D BAU Direct 6.7022497
## 320 Male 75 - 79 Vitamin D BAU Direct 9.8566219
## 321 Female 80 - 84 Vitamin D BAU Direct 6.7022497
## 322 Male 80 - 84 Vitamin D BAU Direct 9.8566219
## 323 Female 85+ Vitamin D BAU Direct 6.7022497
## 324 Male 85+ Vitamin D BAU Direct 9.8566219
## 325 Female 0 - 4 ALA No exposure Direct 0.0000000
## 326 Male 0 - 4 ALA No exposure Direct 0.0000000
## 327 Female 5 - 9 ALA No exposure Direct 0.0000000
## 328 Male 5 - 9 ALA No exposure Direct 0.0000000
## 329 Female 10 - 14 ALA No exposure Direct 0.0000000
## 330 Male 10 - 14 ALA No exposure Direct 0.0000000
## 331 Female 15 - 19 ALA No exposure Direct 0.0000000
## 332 Male 15 - 19 ALA No exposure Direct 0.0000000
## 333 Female 20 - 24 ALA No exposure Direct 0.0000000
## 334 Male 20 - 24 ALA No exposure Direct 0.0000000
## 335 Female 25 - 29 ALA No exposure Direct 0.0000000
## 336 Male 25 - 29 ALA No exposure Direct 0.0000000
## 337 Female 30 - 34 ALA No exposure Direct 0.0000000
## 338 Male 30 - 34 ALA No exposure Direct 0.0000000
## 339 Female 35 - 39 ALA No exposure Direct 0.0000000
## 340 Male 35 - 39 ALA No exposure Direct 0.0000000
## 341 Female 40 - 44 ALA No exposure Direct 0.0000000
## 342 Male 40 - 44 ALA No exposure Direct 0.0000000
## 343 Female 45 - 49 ALA No exposure Direct 0.0000000
## 344 Male 45 - 49 ALA No exposure Direct 0.0000000
## 345 Female 50 - 54 ALA No exposure Direct 0.0000000
## 346 Male 50 - 54 ALA No exposure Direct 0.0000000
## 347 Female 55 - 59 ALA No exposure Direct 0.0000000
## 348 Male 55 - 59 ALA No exposure Direct 0.0000000
## 349 Female 60 - 64 ALA No exposure Direct 0.0000000
## 350 Male 60 - 64 ALA No exposure Direct 0.0000000
## 351 Female 65 - 69 ALA No exposure Direct 0.0000000
## 352 Male 65 - 69 ALA No exposure Direct 0.0000000
## 353 Female 70 - 74 ALA No exposure Direct 0.0000000
## 354 Male 70 - 74 ALA No exposure Direct 0.0000000
## 355 Female 75 - 79 ALA No exposure Direct 0.0000000
## 356 Male 75 - 79 ALA No exposure Direct 0.0000000
## 357 Female 80 - 84 ALA No exposure Direct 0.0000000
## 358 Male 80 - 84 ALA No exposure Direct 0.0000000
## 359 Female 85+ ALA No exposure Direct 0.0000000
## 360 Male 85+ ALA No exposure Direct 0.0000000
## 361 Female 0 - 4 DHA No exposure Direct 30.6406419
## 362 Male 0 - 4 DHA No exposure Direct 42.9006214
## 363 Female 5 - 9 DHA No exposure Direct 30.6406419
## 364 Male 5 - 9 DHA No exposure Direct 42.9006214
## 365 Female 10 - 14 DHA No exposure Direct 30.6406419
## 366 Male 10 - 14 DHA No exposure Direct 42.9006214
## 367 Female 15 - 19 DHA No exposure Direct 30.6406419
## 368 Male 15 - 19 DHA No exposure Direct 42.9006214
## 369 Female 20 - 24 DHA No exposure Direct 30.6406419
## 370 Male 20 - 24 DHA No exposure Direct 42.9006214
## 371 Female 25 - 29 DHA No exposure Direct 30.6406419
## 372 Male 25 - 29 DHA No exposure Direct 42.9006214
## 373 Female 30 - 34 DHA No exposure Direct 30.6406419
## 374 Male 30 - 34 DHA No exposure Direct 42.9006214
## 375 Female 35 - 39 DHA No exposure Direct 30.6406419
## 376 Male 35 - 39 DHA No exposure Direct 42.9006214
## 377 Female 40 - 44 DHA No exposure Direct 30.6406419
## 378 Male 40 - 44 DHA No exposure Direct 42.9006214
## 379 Female 45 - 49 DHA No exposure Direct 30.6406419
## 380 Male 45 - 49 DHA No exposure Direct 42.9006214
## 381 Female 50 - 54 DHA No exposure Direct 30.6406419
## 382 Male 50 - 54 DHA No exposure Direct 42.9006214
## 383 Female 55 - 59 DHA No exposure Direct 30.6406419
## 384 Male 55 - 59 DHA No exposure Direct 42.9006214
## 385 Female 60 - 64 DHA No exposure Direct 30.6406419
## 386 Male 60 - 64 DHA No exposure Direct 42.9006214
## 387 Female 65 - 69 DHA No exposure Direct 30.6406419
## 388 Male 65 - 69 DHA No exposure Direct 42.9006214
## 389 Female 70 - 74 DHA No exposure Direct 30.6406419
## 390 Male 70 - 74 DHA No exposure Direct 42.9006214
## 391 Female 75 - 79 DHA No exposure Direct 30.6406419
## 392 Male 75 - 79 DHA No exposure Direct 42.9006214
## 393 Female 80 - 84 DHA No exposure Direct 30.6406419
## 394 Male 80 - 84 DHA No exposure Direct 42.9006214
## 395 Female 85+ DHA No exposure Direct 30.6406419
## 396 Male 85+ DHA No exposure Direct 42.9006214
## 397 Female 0 - 4 EPA No exposure Direct 30.3422879
## 398 Male 0 - 4 EPA No exposure Direct 43.1933720
## 399 Female 5 - 9 EPA No exposure Direct 30.3422879
## 400 Male 5 - 9 EPA No exposure Direct 43.1933720
## 401 Female 10 - 14 EPA No exposure Direct 30.3422879
## 402 Male 10 - 14 EPA No exposure Direct 43.1933720
## 403 Female 15 - 19 EPA No exposure Direct 30.3422879
## 404 Male 15 - 19 EPA No exposure Direct 43.1933720
## 405 Female 20 - 24 EPA No exposure Direct 30.3422879
## 406 Male 20 - 24 EPA No exposure Direct 43.1933720
## 407 Female 25 - 29 EPA No exposure Direct 30.3422879
## 408 Male 25 - 29 EPA No exposure Direct 43.1933720
## 409 Female 30 - 34 EPA No exposure Direct 30.3422879
## 410 Male 30 - 34 EPA No exposure Direct 43.1933720
## 411 Female 35 - 39 EPA No exposure Direct 30.3422879
## 412 Male 35 - 39 EPA No exposure Direct 43.1933720
## 413 Female 40 - 44 EPA No exposure Direct 30.3422879
## 414 Male 40 - 44 EPA No exposure Direct 43.1933720
## 415 Female 45 - 49 EPA No exposure Direct 30.3422879
## 416 Male 45 - 49 EPA No exposure Direct 43.1933720
## 417 Female 50 - 54 EPA No exposure Direct 30.3422879
## 418 Male 50 - 54 EPA No exposure Direct 43.1933720
## 419 Female 55 - 59 EPA No exposure Direct 30.3422879
## 420 Male 55 - 59 EPA No exposure Direct 43.1933720
## 421 Female 60 - 64 EPA No exposure Direct 30.3422879
## 422 Male 60 - 64 EPA No exposure Direct 43.1933720
## 423 Female 65 - 69 EPA No exposure Direct 30.3422879
## 424 Male 65 - 69 EPA No exposure Direct 43.1933720
## 425 Female 70 - 74 EPA No exposure Direct 30.3422879
## 426 Male 70 - 74 EPA No exposure Direct 43.1933720
## 427 Female 75 - 79 EPA No exposure Direct 30.3422879
## 428 Male 75 - 79 EPA No exposure Direct 43.1933720
## 429 Female 80 - 84 EPA No exposure Direct 30.3422879
## 430 Male 80 - 84 EPA No exposure Direct 43.1933720
## 431 Female 85+ EPA No exposure Direct 30.3422879
## 432 Male 85+ EPA No exposure Direct 43.1933720
## 433 Female 0 - 4 Fish No exposure Direct 0.0000000
## 434 Male 0 - 4 Fish No exposure Direct 0.0000000
## 435 Female 5 - 9 Fish No exposure Direct 0.0000000
## 436 Male 5 - 9 Fish No exposure Direct 0.0000000
## 437 Female 10 - 14 Fish No exposure Direct 0.0000000
## 438 Male 10 - 14 Fish No exposure Direct 0.0000000
## 439 Female 15 - 19 Fish No exposure Direct 0.0000000
## 440 Male 15 - 19 Fish No exposure Direct 0.0000000
## 441 Female 20 - 24 Fish No exposure Direct 0.0000000
## 442 Male 20 - 24 Fish No exposure Direct 0.0000000
## 443 Female 25 - 29 Fish No exposure Direct 0.0000000
## 444 Male 25 - 29 Fish No exposure Direct 0.0000000
## 445 Female 30 - 34 Fish No exposure Direct 0.0000000
## 446 Male 30 - 34 Fish No exposure Direct 0.0000000
## 447 Female 35 - 39 Fish No exposure Direct 0.0000000
## 448 Male 35 - 39 Fish No exposure Direct 0.0000000
## 449 Female 40 - 44 Fish No exposure Direct 0.0000000
## 450 Male 40 - 44 Fish No exposure Direct 0.0000000
## 451 Female 45 - 49 Fish No exposure Direct 0.0000000
## 452 Male 45 - 49 Fish No exposure Direct 0.0000000
## 453 Female 50 - 54 Fish No exposure Direct 0.0000000
## 454 Male 50 - 54 Fish No exposure Direct 0.0000000
## 455 Female 55 - 59 Fish No exposure Direct 0.0000000
## 456 Male 55 - 59 Fish No exposure Direct 0.0000000
## 457 Female 60 - 64 Fish No exposure Direct 0.0000000
## 458 Male 60 - 64 Fish No exposure Direct 0.0000000
## 459 Female 65 - 69 Fish No exposure Direct 0.0000000
## 460 Male 65 - 69 Fish No exposure Direct 0.0000000
## 461 Female 70 - 74 Fish No exposure Direct 0.0000000
## 462 Male 70 - 74 Fish No exposure Direct 0.0000000
## 463 Female 75 - 79 Fish No exposure Direct 0.0000000
## 464 Male 75 - 79 Fish No exposure Direct 0.0000000
## 465 Female 80 - 84 Fish No exposure Direct 0.0000000
## 466 Male 80 - 84 Fish No exposure Direct 0.0000000
## 467 Female 85+ Fish No exposure Direct 0.0000000
## 468 Male 85+ Fish No exposure Direct 0.0000000
## 469 Female 0 - 4 MeHg No exposure Direct 0.0000000
## 470 Male 0 - 4 MeHg No exposure Direct 0.0000000
## 471 Female 5 - 9 MeHg No exposure Direct 0.0000000
## 472 Male 5 - 9 MeHg No exposure Direct 0.0000000
## 473 Female 10 - 14 MeHg No exposure Direct 0.0000000
## 474 Male 10 - 14 MeHg No exposure Direct 0.0000000
## 475 Female 15 - 19 MeHg No exposure Direct 0.0000000
## 476 Male 15 - 19 MeHg No exposure Direct 0.0000000
## 477 Female 20 - 24 MeHg No exposure Direct 0.0000000
## 478 Male 20 - 24 MeHg No exposure Direct 0.0000000
## 479 Female 25 - 29 MeHg No exposure Direct 0.0000000
## 480 Male 25 - 29 MeHg No exposure Direct 0.0000000
## 481 Female 30 - 34 MeHg No exposure Direct 0.0000000
## 482 Male 30 - 34 MeHg No exposure Direct 0.0000000
## 483 Female 35 - 39 MeHg No exposure Direct 0.0000000
## 484 Male 35 - 39 MeHg No exposure Direct 0.0000000
## 485 Female 40 - 44 MeHg No exposure Direct 0.0000000
## 486 Male 40 - 44 MeHg No exposure Direct 0.0000000
## 487 Female 45 - 49 MeHg No exposure Direct 0.0000000
## 488 Male 45 - 49 MeHg No exposure Direct 0.0000000
## 489 Female 50 - 54 MeHg No exposure Direct 0.0000000
## 490 Male 50 - 54 MeHg No exposure Direct 0.0000000
## 491 Female 55 - 59 MeHg No exposure Direct 0.0000000
## 492 Male 55 - 59 MeHg No exposure Direct 0.0000000
## 493 Female 60 - 64 MeHg No exposure Direct 0.0000000
## 494 Male 60 - 64 MeHg No exposure Direct 0.0000000
## 495 Female 65 - 69 MeHg No exposure Direct 0.0000000
## 496 Male 65 - 69 MeHg No exposure Direct 0.0000000
## 497 Female 70 - 74 MeHg No exposure Direct 0.0000000
## 498 Male 70 - 74 MeHg No exposure Direct 0.0000000
## 499 Female 75 - 79 MeHg No exposure Direct 0.0000000
## 500 Male 75 - 79 MeHg No exposure Direct 0.0000000
## 501 Female 80 - 84 MeHg No exposure Direct 0.0000000
## 502 Male 80 - 84 MeHg No exposure Direct 0.0000000
## 503 Female 85+ MeHg No exposure Direct 0.0000000
## 504 Male 85+ MeHg No exposure Direct 0.0000000
## 505 Female 0 - 4 Omega3 No exposure Direct 58.4009844
## 506 Male 0 - 4 Omega3 No exposure Direct 86.7258312
## 507 Female 5 - 9 Omega3 No exposure Direct 58.4009844
## 508 Male 5 - 9 Omega3 No exposure Direct 86.7258312
## 509 Female 10 - 14 Omega3 No exposure Direct 58.4009844
## 510 Male 10 - 14 Omega3 No exposure Direct 86.7258312
## 511 Female 15 - 19 Omega3 No exposure Direct 58.4009844
## 512 Male 15 - 19 Omega3 No exposure Direct 86.7258312
## 513 Female 20 - 24 Omega3 No exposure Direct 58.4009844
## 514 Male 20 - 24 Omega3 No exposure Direct 86.7258312
## 515 Female 25 - 29 Omega3 No exposure Direct 58.4009844
## 516 Male 25 - 29 Omega3 No exposure Direct 86.7258312
## 517 Female 30 - 34 Omega3 No exposure Direct 58.4009844
## 518 Male 30 - 34 Omega3 No exposure Direct 86.7258312
## 519 Female 35 - 39 Omega3 No exposure Direct 58.4009844
## 520 Male 35 - 39 Omega3 No exposure Direct 86.7258312
## 521 Female 40 - 44 Omega3 No exposure Direct 58.4009844
## 522 Male 40 - 44 Omega3 No exposure Direct 86.7258312
## 523 Female 45 - 49 Omega3 No exposure Direct 58.4009844
## 524 Male 45 - 49 Omega3 No exposure Direct 86.7258312
## 525 Female 50 - 54 Omega3 No exposure Direct 58.4009844
## 526 Male 50 - 54 Omega3 No exposure Direct 86.7258312
## 527 Female 55 - 59 Omega3 No exposure Direct 58.4009844
## 528 Male 55 - 59 Omega3 No exposure Direct 86.7258312
## 529 Female 60 - 64 Omega3 No exposure Direct 58.4009844
## 530 Male 60 - 64 Omega3 No exposure Direct 86.7258312
## 531 Female 65 - 69 Omega3 No exposure Direct 58.4009844
## 532 Male 65 - 69 Omega3 No exposure Direct 86.7258312
## 533 Female 70 - 74 Omega3 No exposure Direct 58.4009844
## 534 Male 70 - 74 Omega3 No exposure Direct 86.7258312
## 535 Female 75 - 79 Omega3 No exposure Direct 58.4009844
## 536 Male 75 - 79 Omega3 No exposure Direct 86.7258312
## 537 Female 80 - 84 Omega3 No exposure Direct 58.4009844
## 538 Male 80 - 84 Omega3 No exposure Direct 86.7258312
## 539 Female 85+ Omega3 No exposure Direct 58.4009844
## 540 Male 85+ Omega3 No exposure Direct 86.7258312
## 541 Female 0 - 4 PFAS No exposure Direct 0.0000000
## 542 Male 0 - 4 PFAS No exposure Direct 0.0000000
## 543 Female 5 - 9 PFAS No exposure Direct 0.0000000
## 544 Male 5 - 9 PFAS No exposure Direct 0.0000000
## 545 Female 10 - 14 PFAS No exposure Direct 0.0000000
## 546 Male 10 - 14 PFAS No exposure Direct 0.0000000
## 547 Female 15 - 19 PFAS No exposure Direct 0.0000000
## 548 Male 15 - 19 PFAS No exposure Direct 0.0000000
## 549 Female 20 - 24 PFAS No exposure Direct 0.0000000
## 550 Male 20 - 24 PFAS No exposure Direct 0.0000000
## 551 Female 25 - 29 PFAS No exposure Direct 0.0000000
## 552 Male 25 - 29 PFAS No exposure Direct 0.0000000
## 553 Female 30 - 34 PFAS No exposure Direct 0.0000000
## 554 Male 30 - 34 PFAS No exposure Direct 0.0000000
## 555 Female 35 - 39 PFAS No exposure Direct 0.0000000
## 556 Male 35 - 39 PFAS No exposure Direct 0.0000000
## 557 Female 40 - 44 PFAS No exposure Direct 0.0000000
## 558 Male 40 - 44 PFAS No exposure Direct 0.0000000
## 559 Female 45 - 49 PFAS No exposure Direct 0.0000000
## 560 Male 45 - 49 PFAS No exposure Direct 0.0000000
## 561 Female 50 - 54 PFAS No exposure Direct 0.0000000
## 562 Male 50 - 54 PFAS No exposure Direct 0.0000000
## 563 Female 55 - 59 PFAS No exposure Direct 0.0000000
## 564 Male 55 - 59 PFAS No exposure Direct 0.0000000
## 565 Female 60 - 64 PFAS No exposure Direct 0.0000000
## 566 Male 60 - 64 PFAS No exposure Direct 0.0000000
## 567 Female 65 - 69 PFAS No exposure Direct 0.0000000
## 568 Male 65 - 69 PFAS No exposure Direct 0.0000000
## 569 Female 70 - 74 PFAS No exposure Direct 0.0000000
## 570 Male 70 - 74 PFAS No exposure Direct 0.0000000
## 571 Female 75 - 79 PFAS No exposure Direct 0.0000000
## 572 Male 75 - 79 PFAS No exposure Direct 0.0000000
## 573 Female 80 - 84 PFAS No exposure Direct 0.0000000
## 574 Male 80 - 84 PFAS No exposure Direct 0.0000000
## 575 Female 85+ PFAS No exposure Direct 0.0000000
## 576 Male 85+ PFAS No exposure Direct 0.0000000
## 577 Female 0 - 4 TEQ No exposure Direct 0.0000000
## 578 Male 0 - 4 TEQ No exposure Direct 0.0000000
## 579 Female 5 - 9 TEQ No exposure Direct 0.0000000
## 580 Male 5 - 9 TEQ No exposure Direct 0.0000000
## 581 Female 10 - 14 TEQ No exposure Direct 0.0000000
## 582 Male 10 - 14 TEQ No exposure Direct 0.0000000
## 583 Female 15 - 19 TEQ No exposure Direct 0.0000000
## 584 Male 15 - 19 TEQ No exposure Direct 0.0000000
## 585 Female 20 - 24 TEQ No exposure Direct 0.0000000
## 586 Male 20 - 24 TEQ No exposure Direct 0.0000000
## 587 Female 25 - 29 TEQ No exposure Direct 0.0000000
## 588 Male 25 - 29 TEQ No exposure Direct 0.0000000
## 589 Female 30 - 34 TEQ No exposure Direct 0.0000000
## 590 Male 30 - 34 TEQ No exposure Direct 0.0000000
## 591 Female 35 - 39 TEQ No exposure Direct 0.0000000
## 592 Male 35 - 39 TEQ No exposure Direct 0.0000000
## 593 Female 40 - 44 TEQ No exposure Direct 0.0000000
## 594 Male 40 - 44 TEQ No exposure Direct 0.0000000
## 595 Female 45 - 49 TEQ No exposure Direct 0.0000000
## 596 Male 45 - 49 TEQ No exposure Direct 0.0000000
## 597 Female 50 - 54 TEQ No exposure Direct 0.0000000
## 598 Male 50 - 54 TEQ No exposure Direct 0.0000000
## 599 Female 55 - 59 TEQ No exposure Direct 0.0000000
## 600 Male 55 - 59 TEQ No exposure Direct 0.0000000
## 601 Female 60 - 64 TEQ No exposure Direct 0.0000000
## 602 Male 60 - 64 TEQ No exposure Direct 0.0000000
## 603 Female 65 - 69 TEQ No exposure Direct 0.0000000
## 604 Male 65 - 69 TEQ No exposure Direct 0.0000000
## 605 Female 70 - 74 TEQ No exposure Direct 0.0000000
## 606 Male 70 - 74 TEQ No exposure Direct 0.0000000
## 607 Female 75 - 79 TEQ No exposure Direct 0.0000000
## 608 Male 75 - 79 TEQ No exposure Direct 0.0000000
## 609 Female 80 - 84 TEQ No exposure Direct 0.0000000
## 610 Male 80 - 84 TEQ No exposure Direct 0.0000000
## 611 Female 85+ TEQ No exposure Direct 0.0000000
## 612 Male 85+ TEQ No exposure Direct 0.0000000
## 613 Female 0 - 4 Vitamin D No exposure Direct 2.7970259
## 614 Male 0 - 4 Vitamin D No exposure Direct 4.5730839
## 615 Female 5 - 9 Vitamin D No exposure Direct 2.7970259
## 616 Male 5 - 9 Vitamin D No exposure Direct 4.5730839
## 617 Female 10 - 14 Vitamin D No exposure Direct 2.7970259
## 618 Male 10 - 14 Vitamin D No exposure Direct 4.5730839
## 619 Female 15 - 19 Vitamin D No exposure Direct 2.7970259
## 620 Male 15 - 19 Vitamin D No exposure Direct 4.5730839
## 621 Female 20 - 24 Vitamin D No exposure Direct 2.7970259
## 622 Male 20 - 24 Vitamin D No exposure Direct 4.5730839
## 623 Female 25 - 29 Vitamin D No exposure Direct 2.7970259
## 624 Male 25 - 29 Vitamin D No exposure Direct 4.5730839
## 625 Female 30 - 34 Vitamin D No exposure Direct 2.7970259
## 626 Male 30 - 34 Vitamin D No exposure Direct 4.5730839
## 627 Female 35 - 39 Vitamin D No exposure Direct 2.7970259
## 628 Male 35 - 39 Vitamin D No exposure Direct 4.5730839
## 629 Female 40 - 44 Vitamin D No exposure Direct 2.7970259
## 630 Male 40 - 44 Vitamin D No exposure Direct 4.5730839
## 631 Female 45 - 49 Vitamin D No exposure Direct 2.7970259
## 632 Male 45 - 49 Vitamin D No exposure Direct 4.5730839
## 633 Female 50 - 54 Vitamin D No exposure Direct 2.7970259
## 634 Male 50 - 54 Vitamin D No exposure Direct 4.5730839
## 635 Female 55 - 59 Vitamin D No exposure Direct 2.7970259
## 636 Male 55 - 59 Vitamin D No exposure Direct 4.5730839
## 637 Female 60 - 64 Vitamin D No exposure Direct 2.7970259
## 638 Male 60 - 64 Vitamin D No exposure Direct 4.5730839
## 639 Female 65 - 69 Vitamin D No exposure Direct 2.7970259
## 640 Male 65 - 69 Vitamin D No exposure Direct 4.5730839
## 641 Female 70 - 74 Vitamin D No exposure Direct 2.7970259
## 642 Male 70 - 74 Vitamin D No exposure Direct 4.5730839
## 643 Female 75 - 79 Vitamin D No exposure Direct 2.7970259
## 644 Male 75 - 79 Vitamin D No exposure Direct 4.5730839
## 645 Female 80 - 84 Vitamin D No exposure Direct 2.7970259
## 646 Male 80 - 84 Vitamin D No exposure Direct 4.5730839
## 647 Female 85+ Vitamin D No exposure Direct 2.7970259
## 648 Male 85+ Vitamin D No exposure Direct 4.5730839
## 649 Female 0 - 4 MeHg BAU To child 0.6337895
## 650 Male 0 - 4 MeHg BAU To child 0.6337895
## 651 Female 0 - 4 PFAS BAU To child 16.3916432
## 652 Male 0 - 4 PFAS BAU To child 16.3916432
## 653 Female 0 - 4 TEQ BAU To child 12.1246605
## 654 Male 0 - 4 TEQ BAU To child 12.1246605
## 655 Female 0 - 4 MeHg No exposure To child 0.0000000
## 656 Male 0 - 4 MeHg No exposure To child 0.0000000
## 657 Female 0 - 4 PFAS No exposure To child 0.0000000
## 658 Male 0 - 4 PFAS No exposure To child 0.0000000
## 659 Female 0 - 4 TEQ No exposure To child 0.0000000
## 660 Male 0 - 4 TEQ No exposure To child 0.0000000#oprint(summary(fish_proportion,"mean"))
oprint(summary(incidence,"mean"))## Response Age Adjust mean
## 1 Immunosuppression 0 - 4 BAU 4.810
## 2 Loss in child's IQ points 0 - 4 BAU 5.960
## 3 Sperm concentration 0 - 4 BAU 0.070
## 4 Yes or no dental defect 0 - 4 BAU 0.224
## 5 Immunosuppression 5 - 9 BAU 3.950oprint(summary(PAF,"mean"))## Exposure_agent Response Gender Age Adjust mean
## 1 DHA Loss in child's IQ points Female 0 - 4 BAU -0.004721420
## 2 MeHg Loss in child's IQ points Female 0 - 4 BAU 0.128074038
## 3 TEQ Cancer morbidity yearly Female 0 - 4 BAU 0.001384410
## 4 TEQ Sperm concentration Female 0 - 4 BAU 0.058395848
## 5 TEQ Yes or no dental defect Female 0 - 4 BAU 0.389210523
## 6 PFAS Immunosuppression Female 0 - 4 BAU 0.004336540
## 7 Vitamin D Vitamin D recommendation Female 0 - 4 BAU -0.009090909
## 8 Fish All-cause mortality Female 0 - 4 BAU -0.011580347
## 9 Omega3 Breast cancer Female 0 - 4 BAU -0.030265713
## 10 Fish Depression Female 0 - 4 BAU -0.028261210
## 11 Omega3 CHD2 mortality Female 0 - 4 BAU -0.019187376
## 12 DHA Loss in child's IQ points Male 0 - 4 BAU -0.006387804
## 13 MeHg Loss in child's IQ points Male 0 - 4 BAU 0.148138375
## 14 TEQ Cancer morbidity yearly Male 0 - 4 BAU 0.001777796
## 15 TEQ Sperm concentration Male 0 - 4 BAU 0.075235107
## 16 TEQ Yes or no dental defect Male 0 - 4 BAU 0.500437986
## 17 PFAS Immunosuppression Male 0 - 4 BAU 0.005477045
## 18 Vitamin D Vitamin D recommendation Male 0 - 4 BAU -0.127272727
## 19 Fish All-cause mortality Male 0 - 4 BAU -0.015540768
## 20 Omega3 Breast cancer Male 0 - 4 BAU -0.039458980
## 21 Fish Depression Male 0 - 4 BAU -0.037436983
## 22 Omega3 CHD2 mortality Male 0 - 4 BAU -0.018572977
## 23 TEQ Cancer morbidity yearly Female 5 - 9 BAU 0.002900229
## 24 PFAS Immunosuppression Female 5 - 9 BAU 0.011283088
## 25 Vitamin D Vitamin D recommendation Female 5 - 9 BAU -0.281818182
## 26 Fish All-cause mortality Female 5 - 9 BAU -0.035143459
## 27 Omega3 Breast cancer Female 5 - 9 BAU -0.075665671
## 28 Fish Depression Female 5 - 9 BAU -0.078054689
## 29 Omega3 CHD2 mortality Female 5 - 9 BAU -0.031505195
## 30 TEQ Cancer morbidity yearly Male 5 - 9 BAU 0.003923840
## 31 PFAS Immunosuppression Male 5 - 9 BAU 0.015265355
## 32 Vitamin D Vitamin D recommendation Male 5 - 9 BAU -0.845454545
## 33 Fish All-cause mortality Male 5 - 9 BAU -0.046582725
## 34 Omega3 Breast cancer Male 5 - 9 BAU -0.095621386
## 35 Fish Depression Male 5 - 9 BAU -0.100975373
## 36 Omega3 CHD2 mortality Male 5 - 9 BAU -0.028574994
## 37 TEQ Cancer morbidity yearly Female 10 - 14 BAU 0.003376109
## 38 Vitamin D Vitamin D recommendation Female 10 - 14 BAU -0.045454545
## 39 Fish All-cause mortality Female 10 - 14 BAU -0.033262811
## 40 Omega3 Breast cancer Female 10 - 14 BAU -0.090702271
## 41 Fish Depression Female 10 - 14 BAU -0.077930509
## 42 Omega3 CHD2 mortality Female 10 - 14 BAU -0.036557512
## 43 TEQ Cancer morbidity yearly Male 10 - 14 BAU 0.004567676
## 44 Vitamin D Vitamin D recommendation Male 10 - 14 BAU -0.745454545
## 45 Fish All-cause mortality Male 10 - 14 BAU -0.044375283
## 46 Omega3 Breast cancer Male 10 - 14 BAU -0.112829173
## 47 Fish Depression Male 10 - 14 BAU -0.101703069
## 48 Omega3 CHD2 mortality Male 10 - 14 BAU -0.033077249
## 49 TEQ Cancer morbidity yearly Female 15 - 19 BAU 0.003376109
## 50 Vitamin D Vitamin D recommendation Female 15 - 19 BAU -0.045454545
## 51 Fish All-cause mortality Female 15 - 19 BAU -0.033262811
## 52 Omega3 Breast cancer Female 15 - 19 BAU -0.090702271
## 53 Fish Depression Female 15 - 19 BAU -0.077930509
## 54 Omega3 CHD2 mortality Female 15 - 19 BAU -0.036557512
## 55 TEQ Cancer morbidity yearly Male 15 - 19 BAU 0.004567676
## 56 Vitamin D Vitamin D recommendation Male 15 - 19 BAU -0.745454545
## 57 Fish All-cause mortality Male 15 - 19 BAU -0.044375283
## 58 Omega3 Breast cancer Male 15 - 19 BAU -0.112829173
## 59 Fish Depression Male 15 - 19 BAU -0.101703069
## 60 Omega3 CHD2 mortality Male 15 - 19 BAU -0.033077249
## 61 TEQ Cancer morbidity yearly Female 20 - 24 BAU 0.006934181
## 62 Vitamin D Vitamin D recommendation Female 20 - 24 BAU -0.672727273
## 63 Fish All-cause mortality Female 20 - 24 BAU -0.057573972
## 64 Omega3 Breast cancer Female 20 - 24 BAU -0.134965672
## 65 Fish Depression Female 20 - 24 BAU -0.126064943
## 66 Omega3 CHD2 mortality Female 20 - 24 BAU -0.033692313
## 67 TEQ Cancer morbidity yearly Male 20 - 24 BAU 0.009381539
## 68 Vitamin D Vitamin D recommendation Male 20 - 24 BAU -1.281818182
## 69 Fish All-cause mortality Male 20 - 24 BAU -0.075360865
## 70 Omega3 Breast cancer Male 20 - 24 BAU -0.162580186
## 71 Fish Depression Male 20 - 24 BAU -0.157909152
## 72 Omega3 CHD2 mortality Male 20 - 24 BAU -0.030288531
## 73 TEQ Cancer morbidity yearly Female 25 - 29 BAU 0.006934181
## 74 Vitamin D Vitamin D recommendation Female 25 - 29 BAU -0.672727273
## 75 Fish All-cause mortality Female 25 - 29 BAU -0.057573972
## 76 Omega3 Breast cancer Female 25 - 29 BAU -0.134965672
## 77 Fish Depression Female 25 - 29 BAU -0.126064943
## 78 Omega3 CHD2 mortality Female 25 - 29 BAU -0.033692313
## 79 TEQ Cancer morbidity yearly Male 25 - 29 BAU 0.009381539
## 80 Vitamin D Vitamin D recommendation Male 25 - 29 BAU -1.281818182
## 81 Fish All-cause mortality Male 25 - 29 BAU -0.075360865
## 82 Omega3 Breast cancer Male 25 - 29 BAU -0.162580186
## 83 Fish Depression Male 25 - 29 BAU -0.157909152
## 84 Omega3 CHD2 mortality Male 25 - 29 BAU -0.030288531
## 85 TEQ Cancer morbidity yearly Female 30 - 34 BAU 0.006934181
## 86 Vitamin D Vitamin D recommendation Female 30 - 34 BAU -0.672727273
## 87 Fish All-cause mortality Female 30 - 34 BAU -0.057573972
## 88 Omega3 Breast cancer Female 30 - 34 BAU -0.134965672
## 89 Fish Depression Female 30 - 34 BAU -0.126064943
## 90 Omega3 CHD2 mortality Female 30 - 34 BAU -0.033692313
## 91 TEQ Cancer morbidity yearly Male 30 - 34 BAU 0.009381539
## 92 Vitamin D Vitamin D recommendation Male 30 - 34 BAU -1.281818182
## 93 Fish All-cause mortality Male 30 - 34 BAU -0.075360865
## 94 Omega3 Breast cancer Male 30 - 34 BAU -0.162580186
## 95 Fish Depression Male 30 - 34 BAU -0.157909152
## 96 Omega3 CHD2 mortality Male 30 - 34 BAU -0.030288531
## 97 TEQ Cancer morbidity yearly Female 35 - 39 BAU 0.006934181
## 98 Vitamin D Vitamin D recommendation Female 35 - 39 BAU -0.672727273
## 99 Fish All-cause mortality Female 35 - 39 BAU -0.057573972
## 100 Omega3 Breast cancer Female 35 - 39 BAU -0.134965672
## 101 Fish Depression Female 35 - 39 BAU -0.126064943
## 102 Omega3 CHD2 mortality Female 35 - 39 BAU -0.033692313
## 103 TEQ Cancer morbidity yearly Male 35 - 39 BAU 0.009381539
## 104 Vitamin D Vitamin D recommendation Male 35 - 39 BAU -1.281818182
## 105 Fish All-cause mortality Male 35 - 39 BAU -0.075360865
## 106 Omega3 Breast cancer Male 35 - 39 BAU -0.162580186
## 107 Fish Depression Male 35 - 39 BAU -0.157909152
## 108 Omega3 CHD2 mortality Male 35 - 39 BAU -0.030288531
## 109 TEQ Cancer morbidity yearly Female 40 - 44 BAU 0.006934181
## 110 Vitamin D Vitamin D recommendation Female 40 - 44 BAU -0.672727273
## 111 Fish All-cause mortality Female 40 - 44 BAU -0.057573972
## 112 Omega3 Breast cancer Female 40 - 44 BAU -0.134965672
## 113 Fish Depression Female 40 - 44 BAU -0.126064943
## 114 Omega3 CHD2 mortality Female 40 - 44 BAU -0.033692313
## 115 TEQ Cancer morbidity yearly Male 40 - 44 BAU 0.009381539
## 116 Vitamin D Vitamin D recommendation Male 40 - 44 BAU -1.281818182
## 117 Fish All-cause mortality Male 40 - 44 BAU -0.075360865
## 118 Omega3 Breast cancer Male 40 - 44 BAU -0.162580186
## 119 Fish Depression Male 40 - 44 BAU -0.157909152
## 120 Omega3 CHD2 mortality Male 40 - 44 BAU -0.030288531
## 121 TEQ Cancer morbidity yearly Female 45 - 49 BAU 0.006934181
## 122 Vitamin D Vitamin D recommendation Female 45 - 49 BAU -0.672727273
## 123 Fish All-cause mortality Female 45 - 49 BAU -0.057573972
## 124 Omega3 Breast cancer Female 45 - 49 BAU -0.134965672
## 125 Fish Depression Female 45 - 49 BAU -0.126064943
## 126 Omega3 CHD2 mortality Female 45 - 49 BAU -0.033692313
## 127 TEQ Cancer morbidity yearly Male 45 - 49 BAU 0.009381539
## 128 Vitamin D Vitamin D recommendation Male 45 - 49 BAU -1.281818182
## 129 Fish All-cause mortality Male 45 - 49 BAU -0.075360865
## 130 Omega3 Breast cancer Male 45 - 49 BAU -0.162580186
## 131 Fish Depression Male 45 - 49 BAU -0.157909152
## 132 Omega3 CHD2 mortality Male 45 - 49 BAU -0.030288531
## 133 TEQ Cancer morbidity yearly Female 50 - 54 BAU 0.006934181
## 134 Vitamin D Vitamin D recommendation Female 50 - 54 BAU -0.672727273
## 135 Fish All-cause mortality Female 50 - 54 BAU -0.057573972
## 136 Omega3 Breast cancer Female 50 - 54 BAU -0.134965672
## 137 Fish Depression Female 50 - 54 BAU -0.126064943
## 138 Omega3 CHD2 mortality Female 50 - 54 BAU -0.033692313
## 139 TEQ Cancer morbidity yearly Male 50 - 54 BAU 0.009381539
## 140 Vitamin D Vitamin D recommendation Male 50 - 54 BAU -1.281818182
## 141 Fish All-cause mortality Male 50 - 54 BAU -0.075360865
## 142 Omega3 Breast cancer Male 50 - 54 BAU -0.162580186
## 143 Fish Depression Male 50 - 54 BAU -0.157909152
## 144 Omega3 CHD2 mortality Male 50 - 54 BAU -0.030288531
## 145 TEQ Cancer morbidity yearly Female 55 - 59 BAU 0.006934181
## 146 Vitamin D Vitamin D recommendation Female 55 - 59 BAU -0.672727273
## 147 Fish All-cause mortality Female 55 - 59 BAU -0.057573972
## 148 Omega3 Breast cancer Female 55 - 59 BAU -0.134965672
## 149 Fish Depression Female 55 - 59 BAU -0.126064943
## 150 Omega3 CHD2 mortality Female 55 - 59 BAU -0.033692313
## 151 TEQ Cancer morbidity yearly Male 55 - 59 BAU 0.009381539
## 152 Vitamin D Vitamin D recommendation Male 55 - 59 BAU -1.281818182
## 153 Fish All-cause mortality Male 55 - 59 BAU -0.075360865
## 154 Omega3 Breast cancer Male 55 - 59 BAU -0.162580186
## 155 Fish Depression Male 55 - 59 BAU -0.157909152
## 156 Omega3 CHD2 mortality Male 55 - 59 BAU -0.030288531
## 157 TEQ Cancer morbidity yearly Female 60 - 64 BAU 0.006934181
## 158 Vitamin D Vitamin D recommendation Female 60 - 64 BAU -0.672727273
## 159 Fish All-cause mortality Female 60 - 64 BAU -0.057573972
## 160 Omega3 Breast cancer Female 60 - 64 BAU -0.134965672
## 161 Fish Depression Female 60 - 64 BAU -0.126064943
## 162 Omega3 CHD2 mortality Female 60 - 64 BAU -0.033692313
## 163 TEQ Cancer morbidity yearly Male 60 - 64 BAU 0.009381539
## 164 Vitamin D Vitamin D recommendation Male 60 - 64 BAU -1.281818182
## 165 Fish All-cause mortality Male 60 - 64 BAU -0.075360865
## 166 Omega3 Breast cancer Male 60 - 64 BAU -0.162580186
## 167 Fish Depression Male 60 - 64 BAU -0.157909152
## 168 Omega3 CHD2 mortality Male 60 - 64 BAU -0.030288531
## 169 TEQ Cancer morbidity yearly Female 65 - 69 BAU 0.009866242
## 170 Vitamin D Vitamin D recommendation Female 65 - 69 BAU -0.945454545
## 171 Fish All-cause mortality Female 65 - 69 BAU -0.074614282
## 172 Omega3 Breast cancer Female 65 - 69 BAU -0.181193812
## 173 Fish Depression Female 65 - 69 BAU -0.152803764
## 174 Omega3 CHD2 mortality Female 65 - 69 BAU -0.037372452
## 175 TEQ Cancer morbidity yearly Male 65 - 69 BAU 0.013348445
## 176 Vitamin D Vitamin D recommendation Male 65 - 69 BAU -1.481818182
## 177 Fish All-cause mortality Male 65 - 69 BAU -0.096424526
## 178 Omega3 Breast cancer Male 65 - 69 BAU -0.212338059
## 179 Fish Depression Male 65 - 69 BAU -0.187953042
## 180 Omega3 CHD2 mortality Male 65 - 69 BAU -0.030928534
## 181 TEQ Cancer morbidity yearly Female 70 - 74 BAU 0.009866242
## 182 Vitamin D Vitamin D recommendation Female 70 - 74 BAU -0.945454545
## 183 Fish All-cause mortality Female 70 - 74 BAU -0.074614282
## 184 Omega3 Breast cancer Female 70 - 74 BAU -0.181193812
## 185 Fish Depression Female 70 - 74 BAU -0.152803764
## 186 Omega3 CHD2 mortality Female 70 - 74 BAU -0.037372452
## 187 TEQ Cancer morbidity yearly Male 70 - 74 BAU 0.013348445
## 188 Vitamin D Vitamin D recommendation Male 70 - 74 BAU -1.481818182
## 189 Fish All-cause mortality Male 70 - 74 BAU -0.096424526
## 190 Omega3 Breast cancer Male 70 - 74 BAU -0.212338059
## 191 Fish Depression Male 70 - 74 BAU -0.187953042
## 192 Omega3 CHD2 mortality Male 70 - 74 BAU -0.030928534
## 193 TEQ Cancer morbidity yearly Female 75 - 79 BAU 0.009866242
## 194 Vitamin D Vitamin D recommendation Female 75 - 79 BAU -0.945454545
## 195 Fish All-cause mortality Female 75 - 79 BAU -0.074614282
## 196 Omega3 Breast cancer Female 75 - 79 BAU -0.181193812
## 197 Fish Depression Female 75 - 79 BAU -0.152803764
## 198 Omega3 CHD2 mortality Female 75 - 79 BAU -0.037372452
## 199 TEQ Cancer morbidity yearly Male 75 - 79 BAU 0.013348445
## 200 Vitamin D Vitamin D recommendation Male 75 - 79 BAU -1.481818182
## 201 Fish All-cause mortality Male 75 - 79 BAU -0.096424526
## 202 Omega3 Breast cancer Male 75 - 79 BAU -0.212338059
## 203 Fish Depression Male 75 - 79 BAU -0.187953042
## 204 Omega3 CHD2 mortality Male 75 - 79 BAU -0.030928534
## 205 TEQ Cancer morbidity yearly Female 80 - 84 BAU 0.009866242
## 206 Vitamin D Vitamin D recommendation Female 80 - 84 BAU -0.945454545
## 207 Fish All-cause mortality Female 80 - 84 BAU -0.074614282
## 208 Omega3 Breast cancer Female 80 - 84 BAU -0.181193812
## 209 Fish Depression Female 80 - 84 BAU -0.152803764
## 210 Omega3 CHD2 mortality Female 80 - 84 BAU -0.037372452
## 211 TEQ Cancer morbidity yearly Male 80 - 84 BAU 0.013348445
## 212 Vitamin D Vitamin D recommendation Male 80 - 84 BAU -1.481818182
## 213 Fish All-cause mortality Male 80 - 84 BAU -0.096424526
## 214 Omega3 Breast cancer Male 80 - 84 BAU -0.212338059
## 215 Fish Depression Male 80 - 84 BAU -0.187953042
## 216 Omega3 CHD2 mortality Male 80 - 84 BAU -0.030928534
## 217 TEQ Cancer morbidity yearly Female 85+ BAU 0.009866242
## 218 Vitamin D Vitamin D recommendation Female 85+ BAU -0.945454545
## 219 Fish All-cause mortality Female 85+ BAU -0.074614282
## 220 Omega3 Breast cancer Female 85+ BAU -0.181193812
## 221 Fish Depression Female 85+ BAU -0.152803764
## 222 Omega3 CHD2 mortality Female 85+ BAU -0.037372452
## 223 TEQ Cancer morbidity yearly Male 85+ BAU 0.013348445
## 224 Vitamin D Vitamin D recommendation Male 85+ BAU -1.481818182
## 225 Fish All-cause mortality Male 85+ BAU -0.096424526
## 226 Omega3 Breast cancer Male 85+ BAU -0.212338059
## 227 Fish Depression Male 85+ BAU -0.187953042
## 228 Omega3 CHD2 mortality Male 85+ BAU -0.030928534oprint(summary(population,"mean"))## Gender Age mean
## 1 Female 0 - 4 125040
## 2 Male 0 - 4 130884
## 3 Female 5 - 9 149633
## 4 Male 5 - 9 156654
## 5 Female 10 - 14 151113
## 6 Male 10 - 14 157712
## 7 Female 15 - 19 144441
## 8 Male 15 - 19 152230
## 9 Female 20 - 24 152265
## 10 Male 20 - 24 161679
## 11 Female 25 - 29 172593
## 12 Male 25 - 29 183092
## 13 Female 30 - 34 169653
## 14 Male 30 - 34 181115
## 15 Female 35 - 39 174660
## 16 Male 35 - 39 186122
## 17 Female 40 - 44 168547
## 18 Male 40 - 44 177928
## 19 Female 45 - 49 154391
## 20 Male 45 - 49 159982
## 21 Female 50 - 54 176612
## 22 Male 50 - 54 179182
## 23 Female 55 - 59 185152
## 24 Male 55 - 59 183719
## 25 Female 60 - 64 183336
## 26 Male 60 - 64 176283
## 27 Female 65 - 69 185685
## 28 Male 65 - 69 171275
## 29 Female 70 - 74 186034
## 30 Male 70 - 74 163697
## 31 Female 75 - 79 118190
## 32 Male 75 - 79 93987
## 33 Female 80 - 84 96256
## 34 Male 80 - 84 65140
## 35 Female 85+ 103429
## 36 Male 85+ 47581
## 37 Female Undefined 2797030
## 38 Male Undefined 2728262oprint(summary(RR,"mean"))## Exposure_agent Response ER_function Scaling Gender Age
## 1 Fish All-cause mortality RR None Female 0 - 4
## 2 Omega3 Breast cancer RR None Female 0 - 4
## 3 Fish Depression RR None Female 0 - 4
## 4 Omega3 CHD2 mortality Relative Hill None Female 0 - 4
## 5 Fish All-cause mortality RR None Male 0 - 4
## 6 Omega3 Breast cancer RR None Male 0 - 4
## 7 Fish Depression RR None Male 0 - 4
## 8 Omega3 CHD2 mortality Relative Hill None Male 0 - 4
## 9 Fish All-cause mortality RR None Female 5 - 9
## 10 Omega3 Breast cancer RR None Female 5 - 9
## 11 Fish Depression RR None Female 5 - 9
## 12 Omega3 CHD2 mortality Relative Hill None Female 5 - 9
## 13 Fish All-cause mortality RR None Male 5 - 9
## 14 Omega3 Breast cancer RR None Male 5 - 9
## 15 Fish Depression RR None Male 5 - 9
## 16 Omega3 CHD2 mortality Relative Hill None Male 5 - 9
## 17 Fish All-cause mortality RR None Female 10 - 14
## 18 Omega3 Breast cancer RR None Female 10 - 14
## 19 Fish Depression RR None Female 10 - 14
## 20 Omega3 CHD2 mortality Relative Hill None Female 10 - 14
## 21 Fish All-cause mortality RR None Male 10 - 14
## 22 Omega3 Breast cancer RR None Male 10 - 14
## 23 Fish Depression RR None Male 10 - 14
## 24 Omega3 CHD2 mortality Relative Hill None Male 10 - 14
## 25 Fish All-cause mortality RR None Female 15 - 19
## 26 Omega3 Breast cancer RR None Female 15 - 19
## 27 Fish Depression RR None Female 15 - 19
## 28 Omega3 CHD2 mortality Relative Hill None Female 15 - 19
## 29 Fish All-cause mortality RR None Male 15 - 19
## 30 Omega3 Breast cancer RR None Male 15 - 19
## 31 Fish Depression RR None Male 15 - 19
## 32 Omega3 CHD2 mortality Relative Hill None Male 15 - 19
## 33 Fish All-cause mortality RR None Female 20 - 24
## 34 Omega3 Breast cancer RR None Female 20 - 24
## 35 Fish Depression RR None Female 20 - 24
## 36 Omega3 CHD2 mortality Relative Hill None Female 20 - 24
## 37 Fish All-cause mortality RR None Male 20 - 24
## 38 Omega3 Breast cancer RR None Male 20 - 24
## 39 Fish Depression RR None Male 20 - 24
## 40 Omega3 CHD2 mortality Relative Hill None Male 20 - 24
## 41 Fish All-cause mortality RR None Female 25 - 29
## 42 Omega3 Breast cancer RR None Female 25 - 29
## 43 Fish Depression RR None Female 25 - 29
## 44 Omega3 CHD2 mortality Relative Hill None Female 25 - 29
## 45 Fish All-cause mortality RR None Male 25 - 29
## 46 Omega3 Breast cancer RR None Male 25 - 29
## 47 Fish Depression RR None Male 25 - 29
## 48 Omega3 CHD2 mortality Relative Hill None Male 25 - 29
## 49 Fish All-cause mortality RR None Female 30 - 34
## 50 Omega3 Breast cancer RR None Female 30 - 34
## 51 Fish Depression RR None Female 30 - 34
## 52 Omega3 CHD2 mortality Relative Hill None Female 30 - 34
## 53 Fish All-cause mortality RR None Male 30 - 34
## 54 Omega3 Breast cancer RR None Male 30 - 34
## 55 Fish Depression RR None Male 30 - 34
## 56 Omega3 CHD2 mortality Relative Hill None Male 30 - 34
## 57 Fish All-cause mortality RR None Female 35 - 39
## 58 Omega3 Breast cancer RR None Female 35 - 39
## 59 Fish Depression RR None Female 35 - 39
## 60 Omega3 CHD2 mortality Relative Hill None Female 35 - 39
## 61 Fish All-cause mortality RR None Male 35 - 39
## 62 Omega3 Breast cancer RR None Male 35 - 39
## 63 Fish Depression RR None Male 35 - 39
## 64 Omega3 CHD2 mortality Relative Hill None Male 35 - 39
## 65 Fish All-cause mortality RR None Female 40 - 44
## 66 Omega3 Breast cancer RR None Female 40 - 44
## 67 Fish Depression RR None Female 40 - 44
## 68 Omega3 CHD2 mortality Relative Hill None Female 40 - 44
## 69 Fish All-cause mortality RR None Male 40 - 44
## 70 Omega3 Breast cancer RR None Male 40 - 44
## 71 Fish Depression RR None Male 40 - 44
## 72 Omega3 CHD2 mortality Relative Hill None Male 40 - 44
## 73 Fish All-cause mortality RR None Female 45 - 49
## 74 Omega3 Breast cancer RR None Female 45 - 49
## 75 Fish Depression RR None Female 45 - 49
## 76 Omega3 CHD2 mortality Relative Hill None Female 45 - 49
## 77 Fish All-cause mortality RR None Male 45 - 49
## 78 Omega3 Breast cancer RR None Male 45 - 49
## 79 Fish Depression RR None Male 45 - 49
## 80 Omega3 CHD2 mortality Relative Hill None Male 45 - 49
## 81 Fish All-cause mortality RR None Female 50 - 54
## 82 Omega3 Breast cancer RR None Female 50 - 54
## 83 Fish Depression RR None Female 50 - 54
## 84 Omega3 CHD2 mortality Relative Hill None Female 50 - 54
## 85 Fish All-cause mortality RR None Male 50 - 54
## 86 Omega3 Breast cancer RR None Male 50 - 54
## 87 Fish Depression RR None Male 50 - 54
## 88 Omega3 CHD2 mortality Relative Hill None Male 50 - 54
## 89 Fish All-cause mortality RR None Female 55 - 59
## 90 Omega3 Breast cancer RR None Female 55 - 59
## 91 Fish Depression RR None Female 55 - 59
## 92 Omega3 CHD2 mortality Relative Hill None Female 55 - 59
## 93 Fish All-cause mortality RR None Male 55 - 59
## 94 Omega3 Breast cancer RR None Male 55 - 59
## 95 Fish Depression RR None Male 55 - 59
## 96 Omega3 CHD2 mortality Relative Hill None Male 55 - 59
## 97 Fish All-cause mortality RR None Female 60 - 64
## 98 Omega3 Breast cancer RR None Female 60 - 64
## 99 Fish Depression RR None Female 60 - 64
## 100 Omega3 CHD2 mortality Relative Hill None Female 60 - 64
## 101 Fish All-cause mortality RR None Male 60 - 64
## 102 Omega3 Breast cancer RR None Male 60 - 64
## 103 Fish Depression RR None Male 60 - 64
## 104 Omega3 CHD2 mortality Relative Hill None Male 60 - 64
## 105 Fish All-cause mortality RR None Female 65 - 69
## 106 Omega3 Breast cancer RR None Female 65 - 69
## 107 Fish Depression RR None Female 65 - 69
## 108 Omega3 CHD2 mortality Relative Hill None Female 65 - 69
## 109 Fish All-cause mortality RR None Male 65 - 69
## 110 Omega3 Breast cancer RR None Male 65 - 69
## 111 Fish Depression RR None Male 65 - 69
## 112 Omega3 CHD2 mortality Relative Hill None Male 65 - 69
## 113 Fish All-cause mortality RR None Female 70 - 74
## 114 Omega3 Breast cancer RR None Female 70 - 74
## 115 Fish Depression RR None Female 70 - 74
## 116 Omega3 CHD2 mortality Relative Hill None Female 70 - 74
## 117 Fish All-cause mortality RR None Male 70 - 74
## 118 Omega3 Breast cancer RR None Male 70 - 74
## 119 Fish Depression RR None Male 70 - 74
## 120 Omega3 CHD2 mortality Relative Hill None Male 70 - 74
## 121 Fish All-cause mortality RR None Female 75 - 79
## 122 Omega3 Breast cancer RR None Female 75 - 79
## 123 Fish Depression RR None Female 75 - 79
## 124 Omega3 CHD2 mortality Relative Hill None Female 75 - 79
## 125 Fish All-cause mortality RR None Male 75 - 79
## 126 Omega3 Breast cancer RR None Male 75 - 79
## 127 Fish Depression RR None Male 75 - 79
## 128 Omega3 CHD2 mortality Relative Hill None Male 75 - 79
## 129 Fish All-cause mortality RR None Female 80 - 84
## 130 Omega3 Breast cancer RR None Female 80 - 84
## 131 Fish Depression RR None Female 80 - 84
## 132 Omega3 CHD2 mortality Relative Hill None Female 80 - 84
## 133 Fish All-cause mortality RR None Male 80 - 84
## 134 Omega3 Breast cancer RR None Male 80 - 84
## 135 Fish Depression RR None Male 80 - 84
## 136 Omega3 CHD2 mortality Relative Hill None Male 80 - 84
## 137 Fish All-cause mortality RR None Female 85+
## 138 Omega3 Breast cancer RR None Female 85+
## 139 Fish Depression RR None Female 85+
## 140 Omega3 CHD2 mortality Relative Hill None Female 85+
## 141 Fish All-cause mortality RR None Male 85+
## 142 Omega3 Breast cancer RR None Male 85+
## 143 Fish Depression RR None Male 85+
## 144 Omega3 CHD2 mortality Relative Hill None Male 85+
## 145 Fish All-cause mortality RR None Female 0 - 4
## 146 Omega3 Breast cancer RR None Female 0 - 4
## 147 Fish Depression RR None Female 0 - 4
## 148 Omega3 CHD2 mortality Relative Hill None Female 0 - 4
## 149 Fish All-cause mortality RR None Male 0 - 4
## 150 Omega3 Breast cancer RR None Male 0 - 4
## 151 Fish Depression RR None Male 0 - 4
## 152 Omega3 CHD2 mortality Relative Hill None Male 0 - 4
## 153 Fish All-cause mortality RR None Female 5 - 9
## 154 Omega3 Breast cancer RR None Female 5 - 9
## 155 Fish Depression RR None Female 5 - 9
## 156 Omega3 CHD2 mortality Relative Hill None Female 5 - 9
## 157 Fish All-cause mortality RR None Male 5 - 9
## 158 Omega3 Breast cancer RR None Male 5 - 9
## 159 Fish Depression RR None Male 5 - 9
## 160 Omega3 CHD2 mortality Relative Hill None Male 5 - 9
## 161 Fish All-cause mortality RR None Female 10 - 14
## 162 Omega3 Breast cancer RR None Female 10 - 14
## 163 Fish Depression RR None Female 10 - 14
## 164 Omega3 CHD2 mortality Relative Hill None Female 10 - 14
## 165 Fish All-cause mortality RR None Male 10 - 14
## 166 Omega3 Breast cancer RR None Male 10 - 14
## 167 Fish Depression RR None Male 10 - 14
## 168 Omega3 CHD2 mortality Relative Hill None Male 10 - 14
## 169 Fish All-cause mortality RR None Female 15 - 19
## 170 Omega3 Breast cancer RR None Female 15 - 19
## 171 Fish Depression RR None Female 15 - 19
## 172 Omega3 CHD2 mortality Relative Hill None Female 15 - 19
## 173 Fish All-cause mortality RR None Male 15 - 19
## 174 Omega3 Breast cancer RR None Male 15 - 19
## 175 Fish Depression RR None Male 15 - 19
## 176 Omega3 CHD2 mortality Relative Hill None Male 15 - 19
## 177 Fish All-cause mortality RR None Female 20 - 24
## 178 Omega3 Breast cancer RR None Female 20 - 24
## 179 Fish Depression RR None Female 20 - 24
## 180 Omega3 CHD2 mortality Relative Hill None Female 20 - 24
## 181 Fish All-cause mortality RR None Male 20 - 24
## 182 Omega3 Breast cancer RR None Male 20 - 24
## 183 Fish Depression RR None Male 20 - 24
## 184 Omega3 CHD2 mortality Relative Hill None Male 20 - 24
## 185 Fish All-cause mortality RR None Female 25 - 29
## 186 Omega3 Breast cancer RR None Female 25 - 29
## 187 Fish Depression RR None Female 25 - 29
## 188 Omega3 CHD2 mortality Relative Hill None Female 25 - 29
## 189 Fish All-cause mortality RR None Male 25 - 29
## 190 Omega3 Breast cancer RR None Male 25 - 29
## 191 Fish Depression RR None Male 25 - 29
## 192 Omega3 CHD2 mortality Relative Hill None Male 25 - 29
## 193 Fish All-cause mortality RR None Female 30 - 34
## 194 Omega3 Breast cancer RR None Female 30 - 34
## 195 Fish Depression RR None Female 30 - 34
## 196 Omega3 CHD2 mortality Relative Hill None Female 30 - 34
## 197 Fish All-cause mortality RR None Male 30 - 34
## 198 Omega3 Breast cancer RR None Male 30 - 34
## 199 Fish Depression RR None Male 30 - 34
## 200 Omega3 CHD2 mortality Relative Hill None Male 30 - 34
## 201 Fish All-cause mortality RR None Female 35 - 39
## 202 Omega3 Breast cancer RR None Female 35 - 39
## 203 Fish Depression RR None Female 35 - 39
## 204 Omega3 CHD2 mortality Relative Hill None Female 35 - 39
## 205 Fish All-cause mortality RR None Male 35 - 39
## 206 Omega3 Breast cancer RR None Male 35 - 39
## 207 Fish Depression RR None Male 35 - 39
## 208 Omega3 CHD2 mortality Relative Hill None Male 35 - 39
## 209 Fish All-cause mortality RR None Female 40 - 44
## 210 Omega3 Breast cancer RR None Female 40 - 44
## 211 Fish Depression RR None Female 40 - 44
## 212 Omega3 CHD2 mortality Relative Hill None Female 40 - 44
## 213 Fish All-cause mortality RR None Male 40 - 44
## 214 Omega3 Breast cancer RR None Male 40 - 44
## 215 Fish Depression RR None Male 40 - 44
## 216 Omega3 CHD2 mortality Relative Hill None Male 40 - 44
## 217 Fish All-cause mortality RR None Female 45 - 49
## 218 Omega3 Breast cancer RR None Female 45 - 49
## 219 Fish Depression RR None Female 45 - 49
## 220 Omega3 CHD2 mortality Relative Hill None Female 45 - 49
## 221 Fish All-cause mortality RR None Male 45 - 49
## 222 Omega3 Breast cancer RR None Male 45 - 49
## 223 Fish Depression RR None Male 45 - 49
## 224 Omega3 CHD2 mortality Relative Hill None Male 45 - 49
## 225 Fish All-cause mortality RR None Female 50 - 54
## 226 Omega3 Breast cancer RR None Female 50 - 54
## 227 Fish Depression RR None Female 50 - 54
## 228 Omega3 CHD2 mortality Relative Hill None Female 50 - 54
## 229 Fish All-cause mortality RR None Male 50 - 54
## 230 Omega3 Breast cancer RR None Male 50 - 54
## 231 Fish Depression RR None Male 50 - 54
## 232 Omega3 CHD2 mortality Relative Hill None Male 50 - 54
## 233 Fish All-cause mortality RR None Female 55 - 59
## 234 Omega3 Breast cancer RR None Female 55 - 59
## 235 Fish Depression RR None Female 55 - 59
## 236 Omega3 CHD2 mortality Relative Hill None Female 55 - 59
## 237 Fish All-cause mortality RR None Male 55 - 59
## 238 Omega3 Breast cancer RR None Male 55 - 59
## 239 Fish Depression RR None Male 55 - 59
## 240 Omega3 CHD2 mortality Relative Hill None Male 55 - 59
## 241 Fish All-cause mortality RR None Female 60 - 64
## 242 Omega3 Breast cancer RR None Female 60 - 64
## 243 Fish Depression RR None Female 60 - 64
## 244 Omega3 CHD2 mortality Relative Hill None Female 60 - 64
## 245 Fish All-cause mortality RR None Male 60 - 64
## 246 Omega3 Breast cancer RR None Male 60 - 64
## 247 Fish Depression RR None Male 60 - 64
## 248 Omega3 CHD2 mortality Relative Hill None Male 60 - 64
## 249 Fish All-cause mortality RR None Female 65 - 69
## 250 Omega3 Breast cancer RR None Female 65 - 69
## 251 Fish Depression RR None Female 65 - 69
## 252 Omega3 CHD2 mortality Relative Hill None Female 65 - 69
## 253 Fish All-cause mortality RR None Male 65 - 69
## 254 Omega3 Breast cancer RR None Male 65 - 69
## 255 Fish Depression RR None Male 65 - 69
## 256 Omega3 CHD2 mortality Relative Hill None Male 65 - 69
## 257 Fish All-cause mortality RR None Female 70 - 74
## 258 Omega3 Breast cancer RR None Female 70 - 74
## 259 Fish Depression RR None Female 70 - 74
## 260 Omega3 CHD2 mortality Relative Hill None Female 70 - 74
## 261 Fish All-cause mortality RR None Male 70 - 74
## 262 Omega3 Breast cancer RR None Male 70 - 74
## 263 Fish Depression RR None Male 70 - 74
## 264 Omega3 CHD2 mortality Relative Hill None Male 70 - 74
## 265 Fish All-cause mortality RR None Female 75 - 79
## 266 Omega3 Breast cancer RR None Female 75 - 79
## 267 Fish Depression RR None Female 75 - 79
## 268 Omega3 CHD2 mortality Relative Hill None Female 75 - 79
## 269 Fish All-cause mortality RR None Male 75 - 79
## 270 Omega3 Breast cancer RR None Male 75 - 79
## 271 Fish Depression RR None Male 75 - 79
## 272 Omega3 CHD2 mortality Relative Hill None Male 75 - 79
## 273 Fish All-cause mortality RR None Female 80 - 84
## 274 Omega3 Breast cancer RR None Female 80 - 84
## 275 Fish Depression RR None Female 80 - 84
## 276 Omega3 CHD2 mortality Relative Hill None Female 80 - 84
## 277 Fish All-cause mortality RR None Male 80 - 84
## 278 Omega3 Breast cancer RR None Male 80 - 84
## 279 Fish Depression RR None Male 80 - 84
## 280 Omega3 CHD2 mortality Relative Hill None Male 80 - 84
## 281 Fish All-cause mortality RR None Female 85+
## 282 Omega3 Breast cancer RR None Female 85+
## 283 Fish Depression RR None Female 85+
## 284 Omega3 CHD2 mortality Relative Hill None Female 85+
## 285 Fish All-cause mortality RR None Male 85+
## 286 Omega3 Breast cancer RR None Male 85+
## 287 Fish Depression RR None Male 85+
## 288 Omega3 CHD2 mortality Relative Hill None Male 85+
## Exposcen Exposure mean
## 1 BAU Direct 0.9884197
## 2 BAU Direct 0.9396308
## 3 BAU Direct 0.9717388
## 4 BAU Direct 0.8949972
## 5 BAU Direct 0.9844592
## 6 BAU Direct 0.9160145
## 7 BAU Direct 0.9625630
## 8 BAU Direct 0.8819920
## 9 BAU Direct 0.9648565
## 10 BAU Direct 0.8942174
## 11 BAU Direct 0.9219455
## 12 BAU Direct 0.8826794
## 13 BAU Direct 0.9534173
## 14 BAU Direct 0.8598290
## 15 BAU Direct 0.8990251
## 16 BAU Direct 0.8719900
## 17 BAU Direct 0.9667372
## 18 BAU Direct 0.8791848
## 19 BAU Direct 0.9220695
## 20 BAU Direct 0.8776270
## 21 BAU Direct 0.9556247
## 22 BAU Direct 0.8426279
## 23 BAU Direct 0.8982970
## 24 BAU Direct 0.8674878
## 25 BAU Direct 0.9667372
## 26 BAU Direct 0.8791848
## 27 BAU Direct 0.9220695
## 28 BAU Direct 0.8776270
## 29 BAU Direct 0.9556247
## 30 BAU Direct 0.8426279
## 31 BAU Direct 0.8982970
## 32 BAU Direct 0.8674878
## 33 BAU Direct 0.9424260
## 34 BAU Direct 0.8349022
## 35 BAU Direct 0.8739351
## 36 BAU Direct 0.8804922
## 37 BAU Direct 0.9246391
## 38 BAU Direct 0.7928452
## 39 BAU Direct 0.8420908
## 40 BAU Direct 0.8702765
## 41 BAU Direct 0.9424260
## 42 BAU Direct 0.8349022
## 43 BAU Direct 0.8739351
## 44 BAU Direct 0.8804922
## 45 BAU Direct 0.9246391
## 46 BAU Direct 0.7928452
## 47 BAU Direct 0.8420908
## 48 BAU Direct 0.8702765
## 49 BAU Direct 0.9424260
## 50 BAU Direct 0.8349022
## 51 BAU Direct 0.8739351
## 52 BAU Direct 0.8804922
## 53 BAU Direct 0.9246391
## 54 BAU Direct 0.7928452
## 55 BAU Direct 0.8420908
## 56 BAU Direct 0.8702765
## 57 BAU Direct 0.9424260
## 58 BAU Direct 0.8349022
## 59 BAU Direct 0.8739351
## 60 BAU Direct 0.8804922
## 61 BAU Direct 0.9246391
## 62 BAU Direct 0.7928452
## 63 BAU Direct 0.8420908
## 64 BAU Direct 0.8702765
## 65 BAU Direct 0.9424260
## 66 BAU Direct 0.8349022
## 67 BAU Direct 0.8739351
## 68 BAU Direct 0.8804922
## 69 BAU Direct 0.9246391
## 70 BAU Direct 0.7928452
## 71 BAU Direct 0.8420908
## 72 BAU Direct 0.8702765
## 73 BAU Direct 0.9424260
## 74 BAU Direct 0.8349022
## 75 BAU Direct 0.8739351
## 76 BAU Direct 0.8804922
## 77 BAU Direct 0.9246391
## 78 BAU Direct 0.7928452
## 79 BAU Direct 0.8420908
## 80 BAU Direct 0.8702765
## 81 BAU Direct 0.9424260
## 82 BAU Direct 0.8349022
## 83 BAU Direct 0.8739351
## 84 BAU Direct 0.8804922
## 85 BAU Direct 0.9246391
## 86 BAU Direct 0.7928452
## 87 BAU Direct 0.8420908
## 88 BAU Direct 0.8702765
## 89 BAU Direct 0.9424260
## 90 BAU Direct 0.8349022
## 91 BAU Direct 0.8739351
## 92 BAU Direct 0.8804922
## 93 BAU Direct 0.9246391
## 94 BAU Direct 0.7928452
## 95 BAU Direct 0.8420908
## 96 BAU Direct 0.8702765
## 97 BAU Direct 0.9424260
## 98 BAU Direct 0.8349022
## 99 BAU Direct 0.8739351
## 100 BAU Direct 0.8804922
## 101 BAU Direct 0.9246391
## 102 BAU Direct 0.7928452
## 103 BAU Direct 0.8420908
## 104 BAU Direct 0.8702765
## 105 BAU Direct 0.9253857
## 106 BAU Direct 0.7888788
## 107 BAU Direct 0.8471962
## 108 BAU Direct 0.8768121
## 109 BAU Direct 0.9035755
## 110 BAU Direct 0.7434518
## 111 BAU Direct 0.8120470
## 112 BAU Direct 0.8696365
## 113 BAU Direct 0.9253857
## 114 BAU Direct 0.7888788
## 115 BAU Direct 0.8471962
## 116 BAU Direct 0.8768121
## 117 BAU Direct 0.9035755
## 118 BAU Direct 0.7434518
## 119 BAU Direct 0.8120470
## 120 BAU Direct 0.8696365
## 121 BAU Direct 0.9253857
## 122 BAU Direct 0.7888788
## 123 BAU Direct 0.8471962
## 124 BAU Direct 0.8768121
## 125 BAU Direct 0.9035755
## 126 BAU Direct 0.7434518
## 127 BAU Direct 0.8120470
## 128 BAU Direct 0.8696365
## 129 BAU Direct 0.9253857
## 130 BAU Direct 0.7888788
## 131 BAU Direct 0.8471962
## 132 BAU Direct 0.8768121
## 133 BAU Direct 0.9035755
## 134 BAU Direct 0.7434518
## 135 BAU Direct 0.8120470
## 136 BAU Direct 0.8696365
## 137 BAU Direct 0.9253857
## 138 BAU Direct 0.7888788
## 139 BAU Direct 0.8471962
## 140 BAU Direct 0.8768121
## 141 BAU Direct 0.9035755
## 142 BAU Direct 0.7434518
## 143 BAU Direct 0.8120470
## 144 BAU Direct 0.8696365
## 145 No exposure Direct 1.0000000
## 146 No exposure Direct 0.9698676
## 147 No exposure Direct 1.0000000
## 148 No exposure Direct 0.9141845
## 149 No exposure Direct 1.0000000
## 150 No exposure Direct 0.9554250
## 151 No exposure Direct 1.0000000
## 152 No exposure Direct 0.9005650
## 153 No exposure Direct 1.0000000
## 154 No exposure Direct 0.9698676
## 155 No exposure Direct 1.0000000
## 156 No exposure Direct 0.9141845
## 157 No exposure Direct 1.0000000
## 158 No exposure Direct 0.9554250
## 159 No exposure Direct 1.0000000
## 160 No exposure Direct 0.9005650
## 161 No exposure Direct 1.0000000
## 162 No exposure Direct 0.9698676
## 163 No exposure Direct 1.0000000
## 164 No exposure Direct 0.9141845
## 165 No exposure Direct 1.0000000
## 166 No exposure Direct 0.9554250
## 167 No exposure Direct 1.0000000
## 168 No exposure Direct 0.9005650
## 169 No exposure Direct 1.0000000
## 170 No exposure Direct 0.9698676
## 171 No exposure Direct 1.0000000
## 172 No exposure Direct 0.9141845
## 173 No exposure Direct 1.0000000
## 174 No exposure Direct 0.9554250
## 175 No exposure Direct 1.0000000
## 176 No exposure Direct 0.9005650
## 177 No exposure Direct 1.0000000
## 178 No exposure Direct 0.9698676
## 179 No exposure Direct 1.0000000
## 180 No exposure Direct 0.9141845
## 181 No exposure Direct 1.0000000
## 182 No exposure Direct 0.9554250
## 183 No exposure Direct 1.0000000
## 184 No exposure Direct 0.9005650
## 185 No exposure Direct 1.0000000
## 186 No exposure Direct 0.9698676
## 187 No exposure Direct 1.0000000
## 188 No exposure Direct 0.9141845
## 189 No exposure Direct 1.0000000
## 190 No exposure Direct 0.9554250
## 191 No exposure Direct 1.0000000
## 192 No exposure Direct 0.9005650
## 193 No exposure Direct 1.0000000
## 194 No exposure Direct 0.9698676
## 195 No exposure Direct 1.0000000
## 196 No exposure Direct 0.9141845
## 197 No exposure Direct 1.0000000
## 198 No exposure Direct 0.9554250
## 199 No exposure Direct 1.0000000
## 200 No exposure Direct 0.9005650
## 201 No exposure Direct 1.0000000
## 202 No exposure Direct 0.9698676
## 203 No exposure Direct 1.0000000
## 204 No exposure Direct 0.9141845
## 205 No exposure Direct 1.0000000
## 206 No exposure Direct 0.9554250
## 207 No exposure Direct 1.0000000
## 208 No exposure Direct 0.9005650
## 209 No exposure Direct 1.0000000
## 210 No exposure Direct 0.9698676
## 211 No exposure Direct 1.0000000
## 212 No exposure Direct 0.9141845
## 213 No exposure Direct 1.0000000
## 214 No exposure Direct 0.9554250
## 215 No exposure Direct 1.0000000
## 216 No exposure Direct 0.9005650
## 217 No exposure Direct 1.0000000
## 218 No exposure Direct 0.9698676
## 219 No exposure Direct 1.0000000
## 220 No exposure Direct 0.9141845
## 221 No exposure Direct 1.0000000
## 222 No exposure Direct 0.9554250
## 223 No exposure Direct 1.0000000
## 224 No exposure Direct 0.9005650
## 225 No exposure Direct 1.0000000
## 226 No exposure Direct 0.9698676
## 227 No exposure Direct 1.0000000
## 228 No exposure Direct 0.9141845
## 229 No exposure Direct 1.0000000
## 230 No exposure Direct 0.9554250
## 231 No exposure Direct 1.0000000
## 232 No exposure Direct 0.9005650
## 233 No exposure Direct 1.0000000
## 234 No exposure Direct 0.9698676
## 235 No exposure Direct 1.0000000
## 236 No exposure Direct 0.9141845
## 237 No exposure Direct 1.0000000
## 238 No exposure Direct 0.9554250
## 239 No exposure Direct 1.0000000
## 240 No exposure Direct 0.9005650
## 241 No exposure Direct 1.0000000
## 242 No exposure Direct 0.9698676
## 243 No exposure Direct 1.0000000
## 244 No exposure Direct 0.9141845
## 245 No exposure Direct 1.0000000
## 246 No exposure Direct 0.9554250
## 247 No exposure Direct 1.0000000
## 248 No exposure Direct 0.9005650
## 249 No exposure Direct 1.0000000
## 250 No exposure Direct 0.9698676
## 251 No exposure Direct 1.0000000
## 252 No exposure Direct 0.9141845
## 253 No exposure Direct 1.0000000
## 254 No exposure Direct 0.9554250
## 255 No exposure Direct 1.0000000
## 256 No exposure Direct 0.9005650
## 257 No exposure Direct 1.0000000
## 258 No exposure Direct 0.9698676
## 259 No exposure Direct 1.0000000
## 260 No exposure Direct 0.9141845
## 261 No exposure Direct 1.0000000
## 262 No exposure Direct 0.9554250
## 263 No exposure Direct 1.0000000
## 264 No exposure Direct 0.9005650
## 265 No exposure Direct 1.0000000
## 266 No exposure Direct 0.9698676
## 267 No exposure Direct 1.0000000
## 268 No exposure Direct 0.9141845
## 269 No exposure Direct 1.0000000
## 270 No exposure Direct 0.9554250
## 271 No exposure Direct 1.0000000
## 272 No exposure Direct 0.9005650
## 273 No exposure Direct 1.0000000
## 274 No exposure Direct 0.9698676
## 275 No exposure Direct 1.0000000
## 276 No exposure Direct 0.9141845
## 277 No exposure Direct 1.0000000
## 278 No exposure Direct 0.9554250
## 279 No exposure Direct 1.0000000
## 280 No exposure Direct 0.9005650
## 281 No exposure Direct 1.0000000
## 282 No exposure Direct 0.9698676
## 283 No exposure Direct 1.0000000
## 284 No exposure Direct 0.9141845
## 285 No exposure Direct 1.0000000
## 286 No exposure Direct 0.9554250
## 287 No exposure Direct 1.0000000
## 288 No exposure Direct 0.9005650###################
# Graphs
ggplot(trim(amount), aes(x=Group, weight=amountResult, fill=Fish))+geom_bar()+
facet_wrap(~Gender)+
labs(
title="Kalansyönti Suomessa ikäryhmittäin",
y="Syönti (g/d)"
)
ggsave("Kalansyönti Suomessa ikäryhmittäin.svg")## Saving 7 x 5 in imageplot_ly(trim(EvalOutput(total_amount)), x=~Kala, y=~total_amountResult, color=~Kala, type="bar") %>%
layout(yaxis=list(title="Kalan kokonaiskulutus Suomessa (milj kg /a)"), barmode="stack")## Warning: `arrange_()` is deprecated as of dplyr 0.7.0.
## Please use `arrange()` instead.
## See vignette('programming') for more help
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_warnings()` to see where this warning was generated.plot_ly(trim(conc_vit), x=~Nutrient, y=~conc_vitResult, color=~Kala, type="scatter", mode="markers") %>%
layout(yaxis=list(title="Concentrations of nutrients (mg or ug /g)"))## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colors## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colorsggplot(conc_mehg@output, aes(x=conc_mehgResult, colour=Area))+stat_ecdf()+
scale_x_log10()+facet_wrap(~Fish, scales="free_x")
ggplot(trim(conc_pfas), aes(x=Fish, y=conc_pfasResult))+geom_point()+ # Inputed data for missing species.
coord_flip()
ggplot(conc_pfas@output, aes(x=conc_pfasResult, color=Compound, linetype=Area))+stat_ecdf()+
scale_x_log10()+
stat_ecdf(data=conc_eukalat@output, aes(x=conc_eukalatResult))+
scale_linetype_manual(values=c("dotted","solid","twodash"))+
labs(
title="PFAS concentration in fishes in Finland",
x="PFAS concentration (ng/g fresh weight)",
y="Cumulative probability"
)## Warning in self$trans$transform(x): NaNs produced## Warning: Transformation introduced infinite values in continuous x-axis## Warning: Removed 21 rows containing non-finite values (stat_ecdf).
# The code may produce some negative values, which are removed from the graph
ggsave("PFAS-pitoisuus kalassa Suomessa.svg")## Saving 7 x 5 in image## Warning in self$trans$transform(x): NaNs produced## Warning: Transformation introduced infinite values in continuous x-axis## Warning: Removed 21 rows containing non-finite values (stat_ecdf).ggplot(conc@output, aes(x=concResult, colour=Fish))+stat_ecdf()+
facet_wrap(~Compound, scales="free_x")
#ggplot(oapply(expo_dir, cols=c("Iter"),FUN=mean)@output,
# aes(x=Gender, weight=expo_dirResult,fill=Fish))+geom_bar()+
# facet_wrap(~Compound, scales="free_y")+
# labs(title="Eri yhdisteiden saanti kalasta")
#ggsave("Yhdisteiden saanti kalasta Suomessa.svg")
plot_ly(trim(oapply(exposure,NULL,mean,"Gender")), x=~Age, y=~exposureResult, color=~Exposure_agent, text=~Exposure_agent, type="bar") %>%
layout(yaxis=list(title="Exposure to nutrients (g or ug /d)"))## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colors## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colorsggplot(trim(oapply(exposure,NULL,mean,"Gender")), aes(x=Age, weight=exposureResult))+geom_bar()+
facet_wrap(~Exposure_agent, scales="free_y")+
labs(
title="Exposure to compounds",
y="(omega: mg/d; vit D: ug/d, PFAS: ng/d)"
)
cat("Kalaperäisiä tautitaakkoja Suomessa\n")## Kalaperäisiä tautitaakkoja Suomessaif(openv$N>1) {
tmp <- summary(oapply(BoDattr,NULL,sum,c("Age","Gender","Response")))
tmp <- data.frame(
Altiste = tmp$Exposure_agent,
# Vaikutus = tmp$Response,
Keskiarvo = as.character(signif(tmp$mean,2)),
"95 luottamusväli" = paste0(signif(tmp$Q0.025,2)," - ", signif(tmp$Q0.975,2)),
Keskihajonta = signif(tmp$sd,2)
)#[rev(match(lev, tmp$Exposure_agent)),]
oprint(tmp)
tmp <- summary(oapply(BoDattr,NULL,sum,c("Age","Gender","Exposure_agent")))
tmp <- data.frame(
Terveysvaikutus = tmp$Response,
Keskiarvo = signif(tmp$mean,2),
"95 luottamusväli" = paste0(signif(tmp$Q0.025,2)," - ", signif(tmp$Q0.975,2)),
Keskihajonta = signif(tmp$sd,2)
)
oprint(tmp)
}## Altiste Keskiarvo X95.luottamusväli Keskihajonta
## 1 DHA -190 -1300 - 0 340
## 2 Fish -63000 -240000 - -6.9 71000
## 3 MeHg 4700 -26 - 29000 8600
## 4 Omega3 -15000 -48000 - -1.6 14000
## 5 PFAS 10 0 - 55 15
## 6 TEQ 3600 0.52 - 17000 4700
## 7 Vitamin D -2300 -16000 - 0 4600
## Terveysvaikutus Keskiarvo X95.luottamusväli Keskihajonta
## 1 All-cause mortality -57000 -220000 - 0 67000
## 2 Breast cancer -3800 -13000 - 0 4000
## 3 Cancer morbidity yearly 2900 0.26 - 16000 4400
## 4 CHD2 mortality -11000 -37000 - -1.6 11000
## 5 Depression -6300 -22000 - -0.018 6300
## 6 Immunosuppression 10 0 - 55 15
## 7 Loss in child's IQ points 4500 -47 - 28000 8400
## 8 Sperm concentration 370 -8.8 - 2200 940
## 9 Vitamin D recommendation -2300 -16000 - 0 4600
## 10 Yes or no dental defect 350 0 - 2400 760ggplot(trim(BoDattr), aes(x=Exposure_agent, weight=BoDattrResult, fill=Response))+geom_bar()
ggplot(trim(BoDattr), aes(x=Response, weight=BoDattrResult, fill=Exposure_agent))+geom_bar()
ggplot(trim(BoDattr), aes(x=Age, weight=BoDattrResult, fill=Response))+geom_bar(position="stack")+
scale_x_discrete(breaks = levels(ages)[seq(1,length(ages),3)])
ggplot(trim(BoDattr2), aes(x=Age, weight=BoDattr2Result, fill=Response))+geom_bar(position="stack")+
scale_x_discrete(breaks = levels(ages)[seq(1,length(ages),3)])
ggplot(trim(BoDattr), aes(x=Age, weight=BoDattrResult, fill=Response))+geom_bar(position="stack")+
scale_x_discrete(breaks = levels(ages)[seq(1,length(ages),3)])+
coord_cartesian(ylim=c(-2000,2000))
plot_ly(trim(BoDattr), x=~Age, y=~BoDattrResult, color=~Response, text=~paste(Age, Exposure_agent, sep=": "), type="bar") %>%
layout(yaxis=list(title="Disease burden (DALY /a); CHD2=coronary heart disease"), barmode="stack")## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colorsplot_ly(trim(BoDattr), x=~Exposure_agent, y=~BoDattrResult, color=~Response, text=~paste(Age, Exposure_agent, sep=": "), type="bar") %>%
layout(yaxis=list(title="Disease burden (DALY /a); CHD2=coronary heart disease"), barmode="stack")## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colors################ Insight network
#gr <- scrape(type="assessment")
#objects.latest("Op_en3861", "makeGraph") # [[Insight network]]
#gr <- makeGraph(gr)
#export_graph(gr, "ruori.svg")
#render_graph(gr) # Does not work: Error in generate_dot(graph) : object 'attribute' not found
##################### Diagnostics
objects.latest("Op_en6007", code_name="diagnostics")## Loading objects:
## showind
## binoptest
## showLoctable
## ovashapetestshowLoctable()showind()## Hg is not an ovariable.
## subgrouping is not an ovariable.
## mc2d is not an ovariable.
## sumExposcen is not an ovariable.
## mc2d is not an ovariable.
## mc2dparam is not an ovariable.
## TEFversion is not an ovariable.# Run all above